rm(list=ls())

library("readxl")
library(ggplot2)
library(foreign)
library(sandwich)
library(lmtest)
## Loading required package: zoo
## 
## Attaching package: 'zoo'
## The following objects are masked from 'package:base':
## 
##     as.Date, as.Date.numeric
library(forecast)
## Warning in as.POSIXlt.POSIXct(Sys.time()): unknown timezone 'default/
## Pacific/Honolulu'
## 
## Attaching package: 'forecast'
## The following object is masked from 'package:ggplot2':
## 
##     autolayer
Ballot <- read_excel("Ballot.xlsx")
summary(Ballot)
##        Rk            Name               YoB                Votes       
##  Min.   : 1.00   Length:493         Length:493         Min.   :  0.00  
##  1st Qu.:10.75   Class :character   Class :character   1st Qu.:  0.00  
##  Median :17.50   Mode  :character   Mode  :character   Median :  2.00  
##  Mean   :18.46                                         Mean   : 58.67  
##  3rd Qu.:28.50                                         3rd Qu.: 19.00  
##  Max.   :35.00                                         Max.   :537.00  
##  NA's   :469                                                           
##      %vote             HOFm             HOFs            Yrs       
##  Min.   :0.0000   Min.   :  0.00   Min.   : 0.00   Min.   :10.00  
##  1st Qu.:0.0000   1st Qu.: 19.00   1st Qu.:17.00   1st Qu.:13.00  
##  Median :0.0050   Median : 39.00   Median :24.00   Median :15.00  
##  Mean   :0.1331   Mean   : 61.47   Mean   :26.56   Mean   :15.58  
##  3rd Qu.:0.0410   3rd Qu.: 87.00   3rd Qu.:34.00   3rd Qu.:18.00  
##  Max.   :0.9930   Max.   :452.00   Max.   :77.00   Max.   :25.00  
##                                                                   
##       WAR              WAR7            JAWS             Jpos      
##  Min.   : -2.80   Min.   :-0.10   Min.   : -1.10   Min.   :32.30  
##  1st Qu.: 19.50   1st Qu.:17.90   1st Qu.: 18.70   1st Qu.:53.50  
##  Median : 31.70   Median :25.60   Median : 28.90   Median :55.00  
##  Mean   : 35.61   Mean   :26.76   Mean   : 31.19   Mean   :54.54  
##  3rd Qu.: 46.40   3rd Qu.:34.80   3rd Qu.: 40.90   3rd Qu.:57.80  
##  Max.   :162.80   Max.   :73.70   Max.   :117.80   Max.   :57.90  
##                                                                   
##        G              AB              R                H       
##  Min.   : 393   Min.   :  596   Min.   :  54.0   Min.   : 144  
##  1st Qu.:1458   1st Qu.: 4969   1st Qu.: 647.0   1st Qu.:1318  
##  Median :1783   Median : 6187   Median : 878.0   Median :1703  
##  Mean   :1790   Mean   : 6231   Mean   : 890.2   Mean   :1724  
##  3rd Qu.:2099   3rd Qu.: 7562   3rd Qu.:1118.0   3rd Qu.:2116  
##  Max.   :3308   Max.   :12364   Max.   :2295.0   Max.   :3771  
##                                                                
##        HR           RBI               SB               BB        
##  Min.   :  6   Min.   :  66.0   Min.   :   0.0   Min.   :  43.0  
##  1st Qu.: 90   1st Qu.: 588.0   1st Qu.:  31.0   1st Qu.: 439.0  
##  Median :184   Median : 846.0   Median :  72.0   Median : 618.0  
##  Mean   :200   Mean   : 864.5   Mean   : 123.3   Mean   : 675.6  
##  3rd Qu.:282   3rd Qu.:1110.0   3rd Qu.: 156.0   3rd Qu.: 865.0  
##  Max.   :762   Max.   :2297.0   Max.   :1406.0   Max.   :2558.0  
##                                                                  
##        BA              OBP              SLG              OPS        
##  Min.   :0.1930   Min.   :0.2520   Min.   :0.2590   Min.   :0.5290  
##  1st Qu.:0.2600   1st Qu.:0.3250   1st Qu.:0.3890   1st Qu.:0.7220  
##  Median :0.2730   Median :0.3430   Median :0.4300   Median :0.7750  
##  Mean   :0.2732   Mean   :0.3441   Mean   :0.4272   Mean   :0.7713  
##  3rd Qu.:0.2870   3rd Qu.:0.3620   3rd Qu.:0.4680   3rd Qu.:0.8230  
##  Max.   :0.3440   Max.   :0.4820   Max.   :0.6340   Max.   :1.1160  
##                                                                     
##       OPS+           W                L              ERA           
##  Min.   : 50   Min.   : 0.000   Min.   : 0.000   Length:493        
##  1st Qu.: 98   1st Qu.: 0.000   1st Qu.: 0.000   Class :character  
##  Median :111   Median : 0.000   Median : 0.000   Mode  :character  
##  Mean   :110   Mean   : 2.828   Mean   : 3.138                     
##  3rd Qu.:122   3rd Qu.: 0.000   3rd Qu.: 0.000                     
##  Max.   :190   Max.   :81.000   Max.   :91.000                     
##                NA's   :464      NA's   :464                        
##       ERA+             WHIP            G__1              GS         
##  Min.   : 17.00   Min.   :0.000   Min.   :  1.00   Min.   :  0.000  
##  1st Qu.: 34.00   1st Qu.:1.000   1st Qu.:  1.00   1st Qu.:  0.000  
##  Median : 66.00   Median :1.500   Median :  1.00   Median :  0.000  
##  Mean   : 69.83   Mean   :1.870   Mean   : 15.55   Mean   :  5.965  
##  3rd Qu.: 96.75   3rd Qu.:2.357   3rd Qu.:  2.00   3rd Qu.:  0.000  
##  Max.   :157.00   Max.   :5.000   Max.   :412.00   Max.   :171.000  
##  NA's   :475      NA's   :466     NA's   :464      NA's   :464      
##        SV                IP               H__1             HR__1       
##  Min.   : 0.0000   Min.   :   0.00   Min.   :   0.00   Min.   :  0.00  
##  1st Qu.: 0.0000   1st Qu.:   1.00   1st Qu.:   1.00   1st Qu.:  0.00  
##  Median : 0.0000   Median :   1.20   Median :   2.00   Median :  0.00  
##  Mean   : 0.7931   Mean   :  54.89   Mean   :  51.62   Mean   :  4.69  
##  3rd Qu.: 0.0000   3rd Qu.:   2.00   3rd Qu.:   3.00   3rd Qu.:  0.00  
##  Max.   :23.0000   Max.   :1548.00   Max.   :1442.00   Max.   :130.00  
##  NA's   :464       NA's   :464       NA's   :464       NA's   :464     
##      BB__1              SO         Pos Summary       
##  Min.   :  0.00   Min.   :  0.00   Length:493        
##  1st Qu.:  0.00   1st Qu.:  0.00   Class :character  
##  Median :  1.00   Median :  0.00   Mode  :character  
##  Mean   : 26.07   Mean   : 29.97                     
##  3rd Qu.:  2.00   3rd Qu.:  1.00                     
##  Max.   :725.00   Max.   :849.00                     
##  NA's   :464      NA's   :464
colnames(Ballot)[colnames(Ballot)=="%vote"] <- "vote"

HOF.matrix = matrix(Ballot$vote, nrow = 493, byrow=TRUE)
HOF.matrix = cbind(HOF.matrix, Ballot$H)
HOF.matrix = cbind(HOF.matrix, Ballot$Name)
HOF.matrix = cbind(HOF.matrix, Ballot$WAR)
HOF.matrix = cbind(HOF.matrix, Ballot$HR)
HOF.matrix = cbind(HOF.matrix, Ballot$SB)
HOF.matrix = cbind(HOF.matrix, Ballot$BA)
HOF.matrix = cbind(HOF.matrix, Ballot$OPS)



z= as.data.frame(HOF.matrix)
colnames(HOF.matrix) <- c("vote", "H","Name","WAR","HR","SB","BA","OPS")
HOF.matrix
##        vote    H      Name                       WAR     HR    SB    
##   [1,] "0.978" "3771" "y Hank Aaron"             "143"   "755" "240" 
##   [2,] "0.932" "3630" "y Stan Musial"            "128.2" "475" "78"  
##   [3,] "0.946" "3419" "y Carl Yastrzemski"       "96.4"  "452" "168" 
##   [4,] "0.852" "3319" "y Paul Molitor"           "75.7"  "234" "504" 
##   [5,] "0.947" "3283" "y Willie Mays"            "156.4" "660" "338" 
##   [6,] "0.853" "3255" "y Eddie Murray"           "68.7"  "504" "110" 
##   [7,] "0.985" "3184" "y Cal Ripken Jr."         "95.9"  "431" "36"  
##   [8,] "0.982" "3154" "y George Brett"           "88.7"  "317" "201" 
##   [9,] "0.775" "3142" "y Robin Yount"            "77.3"  "251" "271" 
##  [10,] "0.976" "3141" "y Tony Gwynn"             "69.2"  "135" "319" 
##  [11,] "0.845" "3110" "y Dave Winfield"          "64.2"  "465" "223" 
##  [12,] "0.827" "3060" "y Craig Biggio"           "65.5"  "291" "414" 
##  [13,] "0.948" "3055" "y Rickey Henderson"       "111.2" "297" "1406"
##  [14,] "0.905" "3053" "y Rod Carew"              "81.3"  "92"  "353" 
##  [15,] "0.797" "3023" "y Lou Brock"              "45.3"  "149" "938" 
##  [16,] "0.044" "3020" "y X-Rafael Palmeiro"      "71.9"  "569" "97"  
##  [17,] "0.919" "3010" "y Wade Boggs"             "91.4"  "118" "24"  
##  [18,] "0.883" "3007" "y Al Kaline"              "92.8"  "399" "137" 
##  [19,] "0.892" "2943" "y Frank Robinson"         "107.3" "586" "204" 
##  [20,] "0.564" "2935" "y Barry Bonds"            "162.8" "762" "514" 
##  [21,] "0.37"  "2877" "y Omar Vizquel"           "45.6"  "80"  "404" 
##  [22,] "0.048" "2866" "y X-Harold Baines"        "38.7"  "384" "34"  
##  [23,] "0.92"  "2848" "y Brooks Robinson"        "78.4"  "268" "28"  
##  [24,] "0.76"  "2844" "y Ivan Rodriguez"         "68.7"  "311" "127" 
##  [25,] "0.993" "2781" "y Ken Griffey Jr."        "83.8"  "630" "184" 
##  [26,] "0.779" "2774" "y Andre Dawson"           "64.8"  "438" "314" 
##  [27,] "0.019" "2769" "y X-Johnny Damon"         "56.4"  "235" "408" 
##  [28,] "0.109" "2757" "y X-Vada Pinson"          "54.3"  "256" "305" 
##  [29,] "0.043" "2743" "y X-Al Oliver"            "43.7"  "219" "84"  
##  [30,] "0.772" "2732" "y Tony Perez"             "54"    "379" "49"  
##  [31,] "0.972" "2726" "y Chipper Jones"          "85.2"  "468" "150" 
##  [32,] "0.9"   "2724" "y Roberto Alomar"         "67.1"  "210" "474" 
##  [33,] "0.038" "2716" "y X-Rusty Staub"          "45.8"  "292" "47"  
##  [34,] "0.021" "2715" "y X-Bill Buckner"         "15.1"  "174" "183" 
##  [35,] "0.153" "2712" "y X-Dave Parker"          "40.1"  "339" "154" 
##  [36,] "0.857" "2711" "y Billy Williams"         "63.7"  "426" "90"  
##  [37,] "0.111" "2689" "y Gary Sheffield"         "60.5"  "509" "253" 
##  [38,] "0.846" "2677" "y Luis Aparicio"          "55.8"  "83"  "506" 
##  [39,] "0.747" "2663" "y X-Nellie Fox HOF"       "49"    "35"  "76"  
##  [40,] "0.934" "2654" "y Ted Williams"           "123.1" "521" "24"  
##  [41,] "0.86"  "2605" "y Tim Raines"             "69.4"  "170" "808" 
##  [42,] "0.211" "2599" "y X-Steve Garvey"         "38.1"  "272" "83"  
##  [43,] "0.009" "2591" "y X-Luis Gonzalez"        "51.8"  "354" "128" 
##  [44,] "0.929" "2590" "y Vladimir Guerrero"      "59.4"  "449" "181" 
##  [45,] "0.011" "2586" "y X-Julio Franco"         "43.5"  "173" "281" 
##  [46,] "0.936" "2584" "y Reggie Jackson"         "74"    "563" "228" 
##  [47,] "0.838" "2583" "y Ernie Banks"            "67.5"  "512" "50"  
##  [48,] "0.22"  "2574" "y Manny Ramirez"          "69.4"  "555" "38"  
##  [49,] "0.304" "2574" "y X-Richie Ashburn HOF"   "63.9"  "29"  "234" 
##  [50,] "0.007" "2548" "y X-Steve Finley"         "44.3"  "304" "320" 
##  [51,] "0.002" "2529" "y X-Garret Anderson"      "25.7"  "287" "80"  
##  [52,] "0.818" "2517" "y Joe Morgan"             "100.6" "268" "689" 
##  [53,] "0.017" "2514" "y X-Buddy Bell"           "66.3"  "201" "55"  
##  [54,] "0.249" "2495" "y X-Mickey Vernon"        "34.5"  "172" "137" 
##  [55,] "0.232" "2490" "y Fred McGriff"           "52.6"  "493" "72"  
##  [56,] "0.037" "2472" "y X-Ted Simmons"          "50.3"  "248" "21"  
##  [57,] "0.848" "2471" "y Joe Medwick"            "55.6"  "205" "42"  
##  [58,] "0.837" "2468" "y Frank Thomas"           "73.9"  "521" "32"  
##  [59,] "0.145" "2461" "y Jeff Kent"              "55.4"  "377" "94"  
##  [60,] "0.917" "2460" "y Ozzie Smith"            "76.9"  "28"  "580" 
##  [61,] "0.764" "2452" "y Jim Rice"               "47.7"  "382" "58"  
##  [62,] "0.39"  "2449" "y X-Red Schoendienst HOF" "42.3"  "84"  "89"  
##  [63,] "0.036" "2446" "y X-Dwight Evans"         "67.1"  "385" "78"  
##  [64,] "0.041" "2445" "y X-Mark Grace"           "46.4"  "173" "70"  
##  [65,] "0.032" "2428" "y X-Kenny Lofton"         "68.3"  "130" "622" 
##  [66,] "0.882" "2415" "y Mickey Mantle"          "110.3" "536" "153" 
##  [67,] "0.078" "2408" "y Sammy Sosa"             "58.6"  "609" "234" 
##  [68,] "0.762" "2386" "y Ryne Sandberg"          "68"    "282" "344" 
##  [69,] "0.006" "2380" "y X-Chili Davis"          "38.2"  "350" "142" 
##  [70,] "0.004" "2375" "y X-Brett Butler"         "49.7"  "54"  "558" 
##  [71,] "0.029" "2369" "y X-Lou Whitaker"         "75.1"  "244" "143" 
##  [72,] "0.796" "2356" "y Carlton Fisk"           "68.5"  "376" "128" 
##  [73,] "0.735" "2351" "y X-Orlando Cepeda HOF"   "50.2"  "379" "142" 
##  [74,] "0.202" "2345" "y X-Billy Herman HOF"     "54.8"  "47"  "67"  
##  [75,] "0.222" "2342" "y X-Joe Torre HOF"        "57.6"  "252" "23"  
##  [76,] "0.864" "2340" "y Barry Larkin"           "70.4"  "198" "379" 
##  [77,] "0.033" "2336" "y X-Bernie Williams"      "49.6"  "287" "147" 
##  [78,] "0.041" "2333" "y X-Andres Galarraga"     "31.7"  "399" "128" 
##  [79,] "0.898" "2328" "y Jim Thome"              "72.9"  "612" "19"  
##  [80,] "0.005" "2327" "y X-Edgar Renteria"       "32.3"  "140" "294" 
##  [81,] "0.003" "2326" "y X-B.J. Surhoff"         "34.4"  "188" "141" 
##  [82,] "0.162" "2326" "y X-Dave Concepcion"      "40.1"  "101" "321" 
##  [83,] "0.794" "2315" "y Eddie Mathews"          "96.6"  "512" "68"  
##  [84,] "0.862" "2314" "y Jeff Bagwell"           "79.9"  "449" "202" 
##  [85,] "0.821" "2304" "y Kirby Puckett"          "51.1"  "207" "134" 
##  [86,] "0.008" "2280" "y X-Gary Gaetti"          "42.1"  "360" "96"  
##  [87,] "0.007" "2276" "y X-Tony Fernandez"       "45.3"  "94"  "246" 
##  [88,] "0.002" "2273" "y X-Carlos Lee"           "28.3"  "358" "125" 
##  [89,] "0.023" "2254" "y X-Willie McGee"         "34.2"  "79"  "352" 
##  [90,] "0.431" "2254" "y X-Ron Santo HOF"        "70.5"  "342" "35"  
##  [91,] "0.007" "2251" "y X-Marquis Grissom"      "29.6"  "227" "429" 
##  [92,] "0.004" "2251" "y X-Jose Cruz"            "54.4"  "165" "317" 
##  [93,] "0.031" "2249" "y X-Bert Campaneris"      "53.1"  "79"  "649" 
##  [94,] "0.704" "2247" "y Edgar Martinez"         "68.4"  "309" "49"  
##  [95,] "0.007" "2239" "y X-John Olerud"          "58.2"  "255" "11"  
##  [96,] "0.965" "2234" "y Mike Schmidt"           "106.8" "548" "174" 
##  [97,] "0.824" "2232" "y Willie Stargell"        "57.5"  "475" "17"  
##  [98,] "0.047" "2225" "y X-Graig Nettles"        "68"    "390" "32"  
##  [99,] "0.017" "2223" "y X-Darrell Evans"        "58.8"  "414" "98"  
## [100,] "0.814" "2211" "y Willie McCovey"         "64.5"  "521" "26"  
## [101,] "0.011" "2210" "y X-Willie Randolph"      "65.9"  "54"  "271" 
## [102,] "0.02"  "2207" "y X-Willie Wilson"        "46.1"  "41"  "668" 
## [103,] "0.005" "2195" "y X-Jason Kendall"        "41.7"  "75"  "189" 
## [104,] "0"     "2192" "y X-Cecil Cooper"         "36"    "241" "89"  
## [105,] "0.025" "2191" "y X-Larry Bowa"           "22.8"  "15"  "318" 
## [106,] "0.038" "2184" "y X-Joe Carter"           "19.6"  "396" "231" 
## [107,] "0.043" "2182" "y X-Keith Hernandez"      "60.4"  "162" "98"  
## [108,] "0.044" "2176" "y X-Will Clark"           "56.5"  "284" "67"  
## [109,] "0.446" "2170" "y X-Pee Wee Reese HOF"    "66.3"  "126" "232" 
## [110,] "0.341" "2160" "y Larry Walker"           "72.7"  "383" "230" 
## [111,] "0.007" "2156" "y X-Magglio Ordonez"      "38.7"  "294" "94"  
## [112,] "0.091" "2153" "y X-Don Mattingly"        "42.4"  "222" "14"  
## [113,] "0"     "2152" "y X-Ruben Sierra"         "16.8"  "306" "142" 
## [114,] "0.856" "2150" "y Yogi Berra"             "59.4"  "358" "30"  
## [115,] "0.047" "2143" "y X-Ken Griffey"          "34.5"  "152" "200" 
## [116,] "0.118" "2143" "y X-Ken Boyer"            "62.8"  "282" "105" 
## [117,] "0.008" "2138" "y X-Dick Groat"           "36.7"  "39"  "14"  
## [118,] "0.019" "2138" "y X-Wally Moses"          "33"    "89"  "174" 
## [119,] "0.026" "2135" "y X-Don Baylor"           "28.5"  "338" "285" 
## [120,] "0.011" "2134" "y X-Moises Alou"          "39.9"  "332" "106" 
## [121,] "0.256" "2134" "y X-Maury Wills"          "39.7"  "20"  "586" 
## [122,] "0.83"  "2127" "y Mike Piazza"            "59.6"  "427" "17"  
## [123,] "0.012" "2121" "y X-Tommy Davis"          "20.4"  "153" "136" 
## [124,] "0.865" "2116" "y Duke Snider"            "66.3"  "407" "99"  
## [125,] "0.186" "2111" "y X-Dale Murphy"          "46.5"  "398" "161" 
## [126,] "0"     "2109" "y X-Chris Chambliss"      "27.5"  "185" "40"  
## [127,] "0.004" "2107" "y X-Ellis Burks"          "49.8"  "352" "181" 
## [128,] "0.022" "2105" "y X-Paul O'Neill"         "38.9"  "281" "141" 
## [129,] "0.29"  "2103" "y X-Arky Vaughan HOF"     "72.9"  "96"  "118" 
## [130,] "0.008" "2101" "y X-Felipe Alou"          "42.2"  "206" "107" 
## [131,] "0.004" "2099" "y X-Brian Downing"        "51.5"  "275" "50"  
## [132,] "0.004" "2096" "y X-Garry Templeton"      "27.9"  "70"  "242" 
## [133,] "0.78"  "2092" "y Gary Carter"            "70.1"  "324" "39"  
## [134,] "0.226" "2092" "y X-Harvey Kuenn"         "26"    "87"  "68"  
## [135,] "0"     "2091" "y X-Hal McRae"            "27.9"  "191" "109" 
## [136,] "0.112" "2089" "y X-Al Dark"              "43.2"  "126" "59"  
## [137,] "0.005" "2087" "y X-Cesar Cedeno"         "52.8"  "199" "550" 
## [138,] "0.831" "2086" "y Harmon Killebrew"       "60.4"  "573" "19"  
## [139,] "0.002" "2085" "y X-Tim Wallach"          "38.5"  "260" "51"  
## [140,] "0.102" "2077" "y Scott Rolen"            "70.2"  "316" "118" 
## [141,] "0.006" "2074" "y X-Carney Lansford"      "40.4"  "151" "224" 
## [142,] "0.026" "2064" "y X-Dixie Walker"         "42.7"  "105" "59"  
## [143,] "0.007" "2063" "y X-Del Ennis"            "31.1"  "288" "45"  
## [144,] "0"     "2060" "y X-Wally Joyner"         "35.8"  "204" "60"  
## [145,] "0"     "2055" "y X-Orlando Cabrera"      "21.4"  "123" "216" 
## [146,] "0"     "2054" "y X-Ray Durham"           "33.8"  "192" "273" 
## [147,] "0.964" "2048" "y Johnny Bench"           "75.2"  "389" "68"  
## [148,] "0.217" "2042" "y X-Bobby Doerr HOF"      "51.2"  "223" "54"  
## [149,] "0"     "2040" "y X-Mark Grudzielanek"    "26.5"  "90"  "133" 
## [150,] "0.038" "2038" "y X-Carlos Delgado"       "44.4"  "473" "14"  
## [151,] "0.007" "2031" "y X-Lee May"              "27.2"  "354" "39"  
## [152,] "0"     "2029" "y X-Ken Singleton"        "41.8"  "246" "21"  
## [153,] "0.002" "2023" "y X-Tony Phillips"        "50.9"  "160" "177" 
## [154,] "0"     "2020" "y X-Amos Otis"            "42.8"  "193" "341" 
## [155,] "0.007" "2020" "y X-Reggie Smith"         "64.6"  "314" "137" 
## [156,] "0.423" "2016" "y X-Bill Mazeroski HOF"   "36.5"  "138" "27"  
## [157,] "0"     "2011" "y X-Gary Matthews"        "30.4"  "234" "183" 
## [158,] "0.004" "2010" "y X-Bobby Bonilla"        "30.3"  "287" "45"  
## [159,] "0.045" "2008" "y X-Bill Madlock"         "38.2"  "163" "174" 
## [160,] "0"     "2007" "y X-Tony Taylor"          "23.4"  "75"  "234" 
## [161,] "0.038" "2006" "y X-Frank White"          "34.8"  "160" "178" 
## [162,] "0"     "2004" "y X-Todd Zeile"           "19.5"  "253" "53"  
## [163,] "0.004" "2003" "y X-Shawn Green"          "34.7"  "328" "162" 
## [164,] "0.009" "1993" "y X-Willie Horton"        "26.4"  "325" "20"  
## [165,] "0.002" "1992" "y X-George Scott"         "36.5"  "271" "69"  
## [166,] "0"     "1992" "y George Scott"           "36.5"  "271" "69"  
## [167,] "0"     "1982" "y X-Jeff Conine"          "19.5"  "214" "54"  
## [168,] "0.009" "1981" "y X-Dusty Baker"          "37"    "242" "137" 
## [169,] "0"     "1980" "y X-George Hendrick"      "29.1"  "267" "59"  
## [170,] "0.004" "1963" "y X-Jay Bell"             "37.2"  "195" "91"  
## [171,] "0.147" "1963" "y X-Minnie Minoso"        "50.5"  "186" "205" 
## [172,] "0.047" "1960" "y X-Fred Lynn"            "50.2"  "306" "72"  
## [173,] "0"     "1959" "y X-Derrek Lee"           "34.6"  "331" "104" 
## [174,] "0.002" "1954" "y X-Toby Harrah"          "51.4"  "195" "238" 
## [175,] "0.025" "1949" "y X-Jim Edmonds"          "60.4"  "393" "67"  
## [176,] "0.004" "1949" "y X-Steve Sax"            "25.7"  "54"  "444" 
## [177,] "0.04"  "1936" "y X-Juan Gonzalez"        "38.7"  "434" "26"  
## [178,] "0"     "1934" "y X-Devon White"          "47.3"  "208" "346" 
## [179,] "0.073" "1933" "y Andruw Jones"           "62.8"  "434" "152" 
## [180,] "0.005" "1931" "y X-Don Kessinger"        "9"     "14"  "100" 
## [181,] "0.007" "1926" "y X-Bill Russell"         "31.3"  "46"  "167" 
## [182,] "0.01"  "1925" "y X-Tino Martinez"        "29"    "339" "27"  
## [183,] "0.041" "1925" "y X-George Foster"        "44.2"  "348" "51"  
## [184,] "0.634" "1921" "y X-Gil Hodges"           "44.9"  "370" "63"  
## [185,] "0.362" "1917" "y X-Tony Oliva"           "43.1"  "220" "86"  
## [186,] "0.002" "1913" "y X-Jose Cardenal"        "20.7"  "138" "329" 
## [187,] "0.008" "1913" "y X-Ron Fairly"           "35.1"  "215" "35"  
## [188,] "0"     "1913" "y Ron Fairly"             "35.1"  "215" "35"  
## [189,] "0.005" "1910" "y X-Carl Furillo"         "35.1"  "192" "48"  
## [190,] "0.006" "1906" "y X-Dante Bichette"       "5.7"   "274" "152" 
## [191,] "0"     "1904" "y X-Royce Clayton"        "19.6"  "110" "231" 
## [192,] "0"     "1897" "y X-Brian Giles"          "51.1"  "287" "109" 
## [193,] "0.002" "1897" "y X-Terry Pendleton"      "28.5"  "140" "127" 
## [194,] "0"     "1889" "y X-Luis Castillo"        "29.1"  "28"  "370" 
## [195,] "0.042" "1886" "y X-Bobby Bonds"          "57.9"  "332" "461" 
## [196,] "0.013" "1885" "y X-Robin Ventura"        "56.1"  "294" "24"  
## [197,] "0.01"  "1884" "y X-Vinny Castilla"       "19.4"  "320" "33"  
## [198,] "0"     "1884" "y X-Claudell Washington"  "19.6"  "164" "312" 
## [199,] "0.011" "1877" "y X-Jose Canseco"         "42.5"  "462" "200" 
## [200,] "0.002" "1875" "y X-Chet Lemon"           "55.6"  "215" "58"  
## [201,] "0.019" "1868" "y X-Ron Cey"              "53.8"  "316" "24"  
## [202,] "0.007" "1862" "y X-Bobby Murcer"         "32.1"  "252" "127" 
## [203,] "0.151" "1861" "y X-Curt Flood"           "41.9"  "85"  "88"  
## [204,] "0.167" "1848" "y X-Dick Allen"           "58.7"  "351" "133" 
## [205,] "0.002" "1839" "y X-Chuck Knoblauch"      "44.8"  "98"  "407" 
## [206,] "0.042" "1838" "y X-Bob Boone"            "27.4"  "105" "38"  
## [207,] "0.026" "1833" "y X-Bobby Grich"          "71.1"  "224" "104" 
## [208,] "0.002" "1830" "y X-Benito Santiago"      "27.3"  "217" "91"  
## [209,] "0.015" "1826" "y X-Jack Clark"           "53.1"  "340" "77"  
## [210,] "0.007" "1826" "y X-Bob Watson"           "28.4"  "184" "27"  
## [211,] "0.016" "1820" "y X-Norm Cash"            "52"    "377" "43"  
## [212,] "0"     "1803" "y X-Roy White"            "46.8"  "160" "233" 
## [213,] "0"     "1802" "y X-Garry Maddox"         "36.8"  "117" "248" 
## [214,] "0.003" "1796" "y X-Andy Pafko"           "36.8"  "213" "38"  
## [215,] "0.002" "1795" "y X-Greg Luzinski"        "26.3"  "307" "37"  
## [216,] "0.147" "1792" "y X-Ernie Lombardi HOF"   "45.9"  "190" "8"   
## [217,] "0.007" "1790" "y X-Sal Bando"            "61.5"  "242" "75"  
## [218,] "0.004" "1789" "y X-Larry Parrish"        "15.7"  "256" "30"  
## [219,] "0.017" "1782" "y X-Lance Parrish"        "39.5"  "324" "28"  
## [220,] "0"     "1779" "y X-Jermaine Dye"         "20.3"  "325" "46"  
## [221,] "0.773" "1779" "y Lou Boudreau"           "63"    "68"  "51"  
## [222,] "0.013" "1777" "y X-Matty Alou"           "23"    "31"  "156" 
## [223,] "0.004" "1776" "y X-Travis Fryman"        "34.4"  "223" "72"  
## [224,] "0.013" "1776" "y X-Boog Powell"          "39"    "339" "20"  
## [225,] "0.002" "1775" "y X-Bret Boone"           "22.8"  "252" "94"  
## [226,] "0.014" "1774" "y X-Frank Howard"         "37.6"  "382" "8"   
## [227,] "0.14"  "1766" "y X-Ted Kluszewski"       "32.4"  "279" "20"  
## [228,] "0.01"  "1764" "y X-Ozzie Guillen"        "20.9"  "28"  "169" 
## [229,] "0"     "1759" "y X-Randy Winn"           "27.6"  "110" "215" 
## [230,] "0.002" "1759" "y X-Chris Speier"         "30.6"  "112" "42"  
## [231,] "0.002" "1757" "y X-Johnny Callison"      "38.5"  "226" "74"  
## [232,] "0.01"  "1749" "y X-Kent Hrbek"           "38.6"  "293" "37"  
## [233,] "0.018" "1747" "y X-Nomar Garciaparra"    "44.2"  "229" "95"  
## [234,] "0.002" "1731" "y X-Eric Young"           "18.8"  "79"  "465" 
## [235,] "0.003" "1730" "y X-Rocky Colavito"       "44.5"  "374" "19"  
## [236,] "0.035" "1726" "y X-Albert Belle"         "40.1"  "381" "88"  
## [237,] "0.01"  "1726" "y X-Jim Fregosi"          "48.7"  "151" "76"  
## [238,] "0.002" "1725" "y X-Leo Cardenas"         "27.3"  "118" "39"  
## [239,] "0.004" "1724" "y X-Eric Karros"          "10.4"  "284" "59"  
## [240,] "0.008" "1716" "y X-Vic Power"            "15.5"  "126" "45"  
## [241,] "0.011" "1711" "y X-Frank McCormick"      "34.9"  "128" "27"  
## [242,] "0.004" "1710" "y X-Ken Caminiti"         "33.5"  "239" "88"  
## [243,] "0.01"  "1706" "y X-Bill White"           "38.6"  "202" "103" 
## [244,] "0.01"  "1706" "y X-Augie Galan"          "41.1"  "100" "123" 
## [245,] "0.005" "1705" "y X-Lou Piniella"         "12.5"  "102" "32"  
## [246,] "0.025" "1705" "y X-Bobby Thomson"        "33.3"  "264" "38"  
## [247,] "0.008" "1703" "y X-Roy Sievers"          "25.6"  "318" "14"  
## [248,] "0.012" "1702" "y X-George Bell"          "20"    "265" "67"  
## [249,] "0"     "1700" "y X-Mike Cameron"         "46.7"  "278" "297" 
## [250,] "0"     "1699" "y X-Aubrey Huff"          "20.4"  "242" "37"  
## [251,] "0.002" "1697" "y X-Darin Erstad"         "32.4"  "124" "179" 
## [252,] "0.002" "1694" "y X-Richie Hebner"        "33"    "203" "38"  
## [253,] "0.011" "1692" "y X-Vic Wertz"            "27.4"  "266" "9"   
## [254,] "0.004" "1687" "y X-Tony Pena"            "24.7"  "107" "80"  
## [255,] "0.003" "1677" "y X-Rico Carty"           "32.6"  "204" "21"  
## [256,] "0.009" "1674" "y X-Tim Salmon"           "40.6"  "299" "48"  
## [257,] "0.005" "1671" "y X-Davey Lopes"          "42.4"  "155" "557" 
## [258,] "0"     "1666" "y X-Reggie Sanders"       "39.8"  "305" "304" 
## [259,] "0"     "1665" "y X-Jim Wynn"             "55.9"  "291" "225" 
## [260,] "0.038" "1664" "y X-Jorge Posada"         "42.8"  "275" "20"  
## [261,] "0"     "1661" "y X-Brady Anderson"       "35"    "210" "315" 
## [262,] "0.005" "1660" "y X-Mickey Rivers"        "32.7"  "61"  "267" 
## [263,] "0"     "1660" "y X-Cookie Rojas"         "9.3"   "54"  "74"  
## [264,] "0"     "1651" "y X-Ron Gant"             "34.1"  "321" "243" 
## [265,] "0.003" "1651" "y X-Bill Bruton"          "26.1"  "94"  "207" 
## [266,] "0.011" "1639" "y X-Roy McMillan"         "25.6"  "68"  "41"  
## [267,] "0.123" "1626" "y X-Mark McGwire"         "62.2"  "583" "12"  
## [268,] "0.002" "1623" "y X-Don Money"            "36.5"  "176" "80"  
## [269,] "0"     "1619" "y X-Mike Lowell"          "24.9"  "223" "30"  
## [270,] "0.005" "1619" "y X-Rick Monday"          "33.1"  "241" "98"  
## [271,] "0.013" "1618" "y X-Pedro Guerrero"       "34.5"  "215" "97"  
## [272,] "0.003" "1617" "y X-Felix Millan"         "17.6"  "22"  "67"  
## [273,] "0"     "1615" "y X-Ben Oglivie"          "26.4"  "235" "87"  
## [274,] "0.002" "1614" "y X-Mike Hargrove"        "30.4"  "80"  "24"  
## [275,] "0"     "1609" "y X-Tommy Harper"         "25.8"  "146" "408" 
## [276,] "0"     "1608" "y X-Hubie Brooks"         "13"    "149" "64"  
## [277,] "0"     "1604" "y X-Willie Montanez"      "1.7"   "139" "32"  
## [278,] "0"     "1598" "y X-Jeff Cirillo"         "34.5"  "112" "63"  
## [279,] "0.002" "1597" "y X-Shawon Dunston"       "11.5"  "150" "212" 
## [280,] "0.003" "1596" "y X-Bill Virdon"          "19.7"  "91"  "47"  
## [281,] "0.004" "1594" "y X-Phil Garner"          "29.7"  "109" "225" 
## [282,] "0.004" "1593" "y X-Gregg Jefferies"      "19.6"  "126" "196" 
## [283,] "0.005" "1591" "y X-Bill Freehan"         "44.8"  "200" "24"  
## [284,] "0"     "1589" "y X-Raul Mondesi"         "29.5"  "271" "229" 
## [285,] "0.384" "1588" "y X-Phil Rizzuto HOF"     "40.8"  "38"  "149" 
## [286,] "0"     "1583" "y X-Carlos Baerga"        "19.6"  "134" "59"  
## [287,] "0"     "1579" "y X-Brad Ausmus"          "16.5"  "80"  "102" 
## [288,] "0.004" "1578" "y X-Juan Samuel"          "17"    "161" "396" 
## [289,] "0"     "1576" "y X-Rich Aurilia"         "18.2"  "186" "23"  
## [290,] "0.002" "1571" "y X-David Justice"        "40.6"  "305" "53"  
## [291,] "0.005" "1571" "y X-Dave Cash"            "25.6"  "21"  "120" 
## [292,] "0"     "1564" "y X-Ryan Klesko"          "27"    "278" "91"  
## [293,] "0.002" "1564" "y X-Bob Bailey"           "28.7"  "189" "85"  
## [294,] "0"     "1562" "y X-Andy Van Slyke"       "41.3"  "164" "245" 
## [295,] "0"     "1562" "y X-Manny Trillo"         "11.3"  "61"  "56"  
## [296,] "0"     "1561" "y X-Ray Lankford"         "38.2"  "238" "258" 
## [297,] "0.065" "1558" "y X-Thurman Munson"       "46.1"  "113" "48"  
## [298,] "0.025" "1553" "y X-Kirk Gibson"          "38.4"  "255" "284" 
## [299,] "0.39"  "1547" "y X-Al Lopez HOF"         "16.6"  "51"  "46"  
## [300,] "0"     "1546" "y X-Cesar Tovar"          "28.2"  "46"  "226" 
## [301,] "0.053" "1541" "y X-Frankie Crosetti"     "23.9"  "98"  "113" 
## [302,] "0.007" "1540" "y X-Mike Sweeney"         "24.8"  "215" "53"  
## [303,] "0"     "1531" "y X-Sean Casey"           "16.5"  "130" "18"  
## [304,] "0"     "1530" "y X-Dick McAuliffe"       "37.5"  "197" "63"  
## [305,] "0.263" "1530" "y X-Joe Gordon HOF"       "57.2"  "253" "89"  
## [306,] "0.002" "1527" "y X-Javy Lopez"           "29.7"  "260" "8"   
## [307,] "0"     "1519" "y X-Rondell White"        "28.3"  "198" "94"  
## [308,] "0.034" "1515" "y X-Larry Doby HOF"       "49.6"  "253" "47"  
## [309,] "0.019" "1513" "y X-Paul Blair"           "37.8"  "134" "171" 
## [310,] "0.004" "1509" "y X-J.T. Snow"            "11"    "189" "20"  
## [311,] "0.005" "1505" "y X-Doug DeCinces"        "41.7"  "237" "58"  
## [312,] "0"     "1503" "y X-Melvin Mora"          "28.3"  "171" "93"  
## [313,] "0"     "1502" "y X-Johnny Ray"           "24.2"  "53"  "80"  
## [314,] "0.038" "1501" "y X-Tim McCarver"         "28.3"  "97"  "61"  
## [315,] "0.005" "1500" "y X-Manny Sanguillen"     "27.5"  "65"  "35"  
## [316,] "0.002" "1493" "y X-Jim Sundberg"         "40.5"  "95"  "20"  
## [317,] "0.002" "1488" "y X-Lonnie Smith"         "38.5"  "98"  "370" 
## [318,] "0"     "1479" "y X-Cliff Floyd"          "26"    "233" "148" 
## [319,] "0"     "1477" "y X-Richie Zisk"          "25.1"  "207" "8"   
## [320,] "0"     "1475" "y X-Greg Vaughn"          "30.8"  "355" "121" 
## [321,] "0.002" "1473" "y X-Glenn Beckert"        "15.6"  "22"  "49"  
## [322,] "0.124" "1471" "y X-Elston Howard"        "27"    "167" "9"   
## [323,] "0"     "1468" "y X-Joe Rudi"             "25.4"  "179" "25"  
## [324,] "0.003" "1463" "y X-Jackie Jensen"        "27.9"  "199" "143" 
## [325,] "0.003" "1463" "y Jackie Jensen"          "27.9"  "199" "143" 
## [326,] "0"     "1454" "y X-Brian Jordan"         "32.9"  "184" "119" 
## [327,] "0.002" "1453" "y X-Terry Steinbach"      "28"    "162" "23"  
## [328,] "0.754" "1451" "y Ralph Kiner"            "49.4"  "369" "22"  
## [329,] "0.334" "1448" "y X-Marty Marion"         "31.6"  "36"  "35"  
## [330,] "0"     "1447" "y X-Jeromy Burnitz"       "19.8"  "315" "74"  
## [331,] "0"     "1447" "y X-Deron Johnson"        "6.3"   "245" "11"  
## [332,] "0.002" "1443" "y X-Jeff Burroughs"       "17.8"  "240" "16"  
## [333,] "0"     "1437" "y X-J.D. Drew"            "44.9"  "242" "87"  
## [334,] "0.014" "1432" "y X-Bobby Richardson"     "8.2"   "34"  "73"  
## [335,] "0.006" "1430" "y X-Eric Davis"           "36.1"  "282" "349" 
## [336,] "0"     "1429" "y X-Ron Hunt"             "32.8"  "39"  "65"  
## [337,] "0.006" "1425" "y X-Vince Coleman"        "12.5"  "28"  "752" 
## [338,] "0"     "1422" "y X-Al Bumbry"            "24.5"  "54"  "254" 
## [339,] "0.007" "1420" "y X-Elmer Valo"           "28.1"  "58"  "110" 
## [340,] "0"     "1418" "y X-Ed Kranepool"         "4.4"   "118" "15"  
## [341,] "0.005" "1414" "y X-David Eckstein"       "20.9"  "35"  "123" 
## [342,] "0.002" "1412" "y X-David Segui"          "10.4"  "139" "17"  
## [343,] "0.012" "1401" "y X-Darryl Strawberry"    "42.2"  "335" "221" 
## [344,] "0"     "1401" "y X-Rick Burleson"        "22.8"  "50"  "72"  
## [345,] "0.004" "1400" "y X-Mike Greenwell"       "25.8"  "130" "80"  
## [346,] "0.006" "1399" "y X-Wally Moon"           "24.9"  "142" "89"  
## [347,] "0.007" "1396" "y X-Clete Boyer"          "27.6"  "162" "41"  
## [348,] "0"     "1393" "y X-Pat Burrell"          "18.9"  "292" "7"   
## [349,] "0"     "1379" "y X-Otis Nixon"           "16.6"  "11"  "620" 
## [350,] "0"     "1379" "y X-John Mayberry"        "24.9"  "255" "20"  
## [351,] "0"     "1375" "y X-Troy Glaus"           "38"    "320" "56"  
## [352,] "0"     "1369" "y X-Darrell Porter"       "40.9"  "188" "39"  
## [353,] "0"     "1366" "y X-Matt Stairs"          "14.2"  "265" "30"  
## [354,] "0.002" "1366" "y X-Danny Tartabull"      "23.3"  "262" "37"  
## [355,] "0.002" "1361" "y X-Terry Puhl"           "28.4"  "62"  "217" 
## [356,] "0"     "1353" "y X-Tony Womack"          "2.4"   "36"  "363" 
## [357,] "0.007" "1352" "y X-Rico Petrocelli"      "39.2"  "210" "10"  
## [358,] "0"     "1344" "y X-Del Unser"            "16.8"  "87"  "64"  
## [359,] "0"     "1342" "y X-Jeffrey Leonard"      "9.9"   "144" "163" 
## [360,] "0.005" "1342" "y X-Andre Thornton"       "24.2"  "253" "48"  
## [361,] "0.003" "1342" "y X-Tommy Helms"          "8.3"   "34"  "33"  
## [362,] "0"     "1336" "y X-Bobby Higginson"      "23.1"  "187" "91"  
## [363,] "0"     "1331" "y X-Carlos Guillen"       "27.7"  "124" "74"  
## [364,] "0"     "1331" "y X-Alex Johnson"         "9.9"   "78"  "113" 
## [365,] "0.431" "1325" "y X-Roger Maris"          "38.2"  "275" "21"  
## [366,] "0.004" "1324" "y X-Dave Henderson"       "27.6"  "197" "50"  
## [367,] "0"     "1319" "y X-Orlando Hudson"       "30.9"  "93"  "85"  
## [368,] "0.005" "1318" "y X-Smoky Burgess"        "33.3"  "126" "13"  
## [369,] "0.117" "1318" "y X-Terry Moore"          "18.9"  "80"  "82"  
## [370,] "0.007" "1318" "y X-Earl Torgeson"        "32.9"  "149" "133" 
## [371,] "0"     "1316" "y X-Todd Walker"          "10.5"  "107" "66"  
## [372,] "0.037" "1316" "y X-Mark Belanger"        "40.9"  "20"  "167" 
## [373,] "0"     "1315" "y X-Joe Pepitone"         "9.7"   "219" "41"  
## [374,] "0.002" "1313" "y X-Cecil Fielder"        "17.2"  "319" "2"   
## [375,] "0.002" "1313" "y X-Terry Kennedy"        "21.6"  "113" "6"   
## [376,] "0.002" "1311" "y X-Ray Knight"           "13.3"  "84"  "14"  
## [377,] "0.005" "1307" "y X-Jason Varitek"        "24.2"  "193" "25"  
## [378,] "0"     "1302" "y X-Doug Rader"           "24.4"  "155" "37"  
## [379,] "0.002" "1298" "y X-Lenny Dykstra"        "42.5"  "81"  "285" 
## [380,] "0.207" "1297" "y X-Tommy Henrich"        "35.7"  "183" "37"  
## [381,] "0.008" "1291" "y X-Gil McDougald"        "40.7"  "112" "45"  
## [382,] "0"     "1286" "y X-Richie Sexson"        "18"    "306" "14"  
## [383,] "0.021" "1276" "y X-Del Crandall"         "28.6"  "179" "26"  
## [384,] "0.002" "1273" "y X-Jay Buhner"           "23"    "310" "6"   
## [385,] "0"     "1273" "y X-Ken McMullen"         "34"    "156" "20"  
## [386,] "0.002" "1272" "y X-Jacque Jones"         "11.6"  "165" "82"  
## [387,] "0"     "1270" "y X-Denis Menke"          "28.1"  "101" "34"  
## [388,] "0"     "1254" "y X-Jim Northrup"         "22.2"  "153" "39"  
## [389,] "0.009" "1253" "y X-Hideki Matsui"        "21.2"  "175" "13"  
## [390,] "0.007" "1252" "y X-Davey Johnson"        "27.6"  "136" "33"  
## [391,] "0.005" "1243" "y X-Mickey Stanley"       "17.3"  "117" "44"  
## [392,] "0.028" "1236" "y X-Sandy Alomar"         "13.7"  "112" "25"  
## [393,] "0"     "1230" "y X-Horace Clarke"        "15.6"  "27"  "151" 
## [394,] "0.007" "1229" "y X-Bill Mueller"         "23.9"  "85"  "20"  
## [395,] "0"     "1229" "y X-Howard Johnson"       "22.2"  "228" "231" 
## [396,] "0"     "1227" "y X-Jim Spencer"          "2.8"   "146" "11"  
## [397,] "0.002" "1226" "y X-Jerry Remy"           "14.6"  "7"   "208" 
## [398,] "0.01"  "1216" "y X-Hal Morris"           "13.4"  "76"  "45"  
## [399,] "0.003" "1216" "y X-Jesus Alou"           "0.7"   "32"  "31"  
## [400,] "0.002" "1207" "y X-Walt Weiss"           "16.5"  "25"  "96"  
## [401,] "0"     "1196" "y X-Cleon Jones"          "18.1"  "93"  "91"  
## [402,] "0"     "1195" "y X-Oscar Gamble"         "22.9"  "200" "47"  
## [403,] "0"     "1188" "y X-Tony Clark"           "12.4"  "251" "6"   
## [404,] "0"     "1187" "y X-Robby Thompson"       "33.9"  "119" "103" 
## [405,] "0"     "1186" "y X-Casey Blake"          "24.9"  "167" "36"  
## [406,] "0.004" "1173" "y X-Kevin Mitchell"       "29.1"  "234" "30"  
## [407,] "0.002" "1170" "y X-John Kruk"            "25.1"  "100" "58"  
## [408,] "0.794" "1161" "y Roy Campanella"         "34.1"  "242" "25"  
## [409,] "0.006" "1160" "y X-Jim Eisenreich"       "13.2"  "52"  "105" 
## [410,] "0"     "1153" "y X-Bake McBride"         "22.7"  "63"  "183" 
## [411,] "0.02"  "1149" "y X-Manny Mota"           "17.6"  "31"  "50"  
## [412,] "0"     "1146" "y X-Larry Hisle"          "25"    "166" "128" 
## [413,] "0"     "1132" "y X-Mickey Tettleton"     "29.4"  "245" "23"  
## [414,] "0"     "1131" "y X-Phil Nevin"           "15.9"  "208" "18"  
## [415,] "0"     "1127" "y X-Bill Robinson"        "7.7"   "166" "71"  
## [416,] "0"     "1127" "y X-Carlos May"           "10.5"  "90"  "85"  
## [417,] "0"     "1122" "y X-Vic Davalillo"        "15.7"  "36"  "125" 
## [418,] "0"     "1121" "y X-Bobby Tolan"          "10.1"  "86"  "193" 
## [419,] "0.002" "1120" "y X-Bud Harrelson"        "20.3"  "7"   "127" 
## [420,] "0.007" "1114" "y X-Bucky Dent"           "17.5"  "40"  "17"  
## [421,] "0.003" "1113" "y X-Walt Dropo"           "3.1"   "152" "5"   
## [422,] "0"     "1112" "y X-Paul Lo Duca"         "17.9"  "80"  "20"  
## [423,] "0"     "1106" "y X-Johnny Edwards"       "14.8"  "81"  "15"  
## [424,] "0.002" "1093" "y X-Rick Dempsey"         "25.1"  "96"  "20"  
## [425,] "0"     "1092" "y X-Jerry Grote"          "15.1"  "39"  "15"  
## [426,] "0.007" "1087" "y X-Jim Hegan"            "3.7"   "92"  "15"  
## [427,] "0.061" "1085" "y X-Charlie Keller"       "43.1"  "189" "45"  
## [428,] "0"     "1073" "y X-Greg Gross"           "12.5"  "7"   "39"  
## [429,] "0.003" "1068" "y X-Grady Hatton"         "17.6"  "91"  "42"  
## [430,] "0.002" "1060" "y X-Gene Tenace"          "46.8"  "201" "36"  
## [431,] "0"     "1053" "y X-Ken Berry"            "15.3"  "58"  "45"  
## [432,] "0"     "1051" "y X-Gorman Thomas"        "19.8"  "268" "50"  
## [433,] "0"     "1047" "y X-Bob Horner"           "21.9"  "218" "14"  
## [434,] "0"     "1041" "y X-John Briggs"          "24"    "139" "64"  
## [435,] "0.004" "1017" "y X-Aaron Boone"          "13.5"  "126" "107" 
## [436,] "0"     "1012" "y X-Freddy Sanchez"       "15.9"  "48"  "13"  
## [437,] "0"     "1004" "y X-Bill Melton"          "18.7"  "160" "23"  
## [438,] "0.003" "1002" "y X-Jim Hickman"          "13.1"  "159" "17"  
## [439,] "0"     "1001" "y X-Scott Brosius"        "15.7"  "141" "57"  
## [440,] "0"     "999"  "y X-Tommie Agee"          "25.4"  "130" "167" 
## [441,] "0"     "999"  "y X-Gene Alley"           "24.2"  "55"  "63"  
## [442,] "0"     "991"  "y X-Roy Howell"           "10.9"  "80"  "9"   
## [443,] "0"     "984"  "y X-Rich Dauer"           "14.4"  "43"  "6"   
## [444,] "0"     "977"  "y X-Cesar Geronimo"       "12.9"  "51"  "82"  
## [445,] "0"     "966"  "y X-Gary Disarcina"       "11.2"  "28"  "47"  
## [446,] "0"     "940"  "y X-Charles Johnson"      "22.6"  "167" "6"   
## [447,] "0"     "922"  "y X-Jose Pagan"           "5.7"   "52"  "46"  
## [448,] "0.002" "891"  "y X-Darren Daulton"       "23"    "137" "50"  
## [449,] "0.002" "881"  "y X-John Lowenstein"      "10"    "116" "128" 
## [450,] "0.002" "881"  "y X-Ellis Valentine"      "17.1"  "123" "59"  
## [451,] "0.003" "877"  "y X-Billy Martin"         "2.9"   "64"  "34"  
## [452,] "0"     "869"  "y X-Paul Schaal"          "14.6"  "57"  "43"  
## [453,] "0"     "864"  "y X-Rick Reichardt"       "14"    "116" "40"  
## [454,] "0"     "855"  "y X-John Milner"          "12.5"  "131" "31"  
## [455,] "0.002" "843"  "y X-Hal Lanier"           "-0.9"  "8"   "11"  
## [456,] "0.002" "833"  "y X-Mike Jorgensen"       "9.1"   "95"  "58"  
## [457,] "0.005" "816"  "y X-Steve Yeager"         "17.9"  "102" "14"  
## [458,] "0"     "815"  "y X-Bernie Allen"         "9.4"   "73"  "13"  
## [459,] "0"     "813"  "y X-Randy Hundley"        "11.6"  "82"  "12"  
## [460,] "0"     "803"  "y X-Larry Brown"          "6.8"   "47"  "22"  
## [461,] "0"     "775"  "y X-Bob Bailor"           "8.9"   "9"   "90"  
## [462,] "0.003" "767"  "y X-Sonny Jackson"        "1.7"   "7"   "126" 
## [463,] "0.003" "750"  "y X-Clint Courtney"       "7.2"   "38"  "3"   
## [464,] "0"     "748"  "y X-Dal Maxvill"          "7.7"   "6"   "7"   
## [465,] "0"     "719"  "y X-Joe Ferguson"         "21"    "122" "22"  
## [466,] "0"     "699"  "y X-Tony Scott"           "4.4"   "17"  "125" 
## [467,] "0"     "696"  "y X-John Stearns"         "19.7"  "46"  "91"  
## [468,] "0"     "682"  "y X-Art Howe"             "13.8"  "43"  "10"  
## [469,] "0"     "656"  "y X-John Wathan"          "5"     "21"  "105" 
## [470,] "0"     "627"  "y X-Paul Casanova"        "1.3"   "50"  "2"   
## [471,] "0"     "582"  "y X-Gates Brown"          "9.9"   "84"  "30"  
## [472,] "0"     "580"  "y X-Duke Sims"            "12.8"  "100" "6"   
## [473,] "0"     "512"  "y X-Rich Reese"           "2.2"   "52"  "16"  
## [474,] "0"     "475"  "y X-John Kennedy"         "-2.8"  "32"  "14"  
## [475,] "0"     "464"  "y X-Andy Kosco"           "0.6"   "73"  "5"   
## [476,] "0"     "458"  "y X-Chris Cannizzaro"     "6.3"   "18"  "3"   
## [477,] "0"     "411"  "y X-Jim Gosger"           "2.3"   "30"  "25"  
## [478,] "0"     "400"  "y X-Larry Stahl"          "2.3"   "36"  "22"  
## [479,] "0"     "379"  "y X-Terry Crowley"        "2.2"   "42"  "3"   
## [480,] "0"     "375"  "y X-Jose Morales"         "0.1"   "26"  "0"   
## [481,] "0"     "370"  "y X-Mike Ryan"            "-1.2"  "28"  "4"   
## [482,] "0"     "357"  "y X-Jerry May"            "5.3"   "15"  "1"   
## [483,] "0"     "350"  "y X-Champ Summers"        "3"     "54"  "15"  
## [484,] "0"     "336"  "y X-Phil Gagliano"        "2.2"   "14"  "5"   
## [485,] "0"     "336"  "y X-Jimmy Stewart"        "-1.2"  "8"   "38"  
## [486,] "0"     "325"  "y X-Norm Miller"          "1.2"   "24"  "16"  
## [487,] "0"     "320"  "y X-John Boccabella"      "-0.3"  "26"  "3"   
## [488,] "0"     "308"  "y X-Ivan Murrell"         "0.7"   "33"  "20"  
## [489,] "0"     "297"  "y X-Jeff Torborg"         "0.4"   "8"   "3"   
## [490,] "0"     "237"  "y X-Bob Barton"           "1.7"   "9"   "3"   
## [491,] "0"     "214"  "y X-John Stephenson"      "-2.2"  "12"  "0"   
## [492,] "0"     "153"  "y X-Jim Beauchamp"        "-1.5"  "14"  "6"   
## [493,] "0.073" "144"  "y X-Don Larsen"           "18.2"  "14"  "0"   
##        BA      OPS    
##   [1,] "0.305" "0.928"
##   [2,] "0.331" "0.976"
##   [3,] "0.285" "0.841"
##   [4,] "0.306" "0.817"
##   [5,] "0.302" "0.941"
##   [6,] "0.287" "0.836"
##   [7,] "0.276" "0.788"
##   [8,] "0.305" "0.857"
##   [9,] "0.285" "0.772"
##  [10,] "0.338" "0.847"
##  [11,] "0.283" "0.827"
##  [12,] "0.281" "0.796"
##  [13,] "0.279" "0.82" 
##  [14,] "0.328" "0.822"
##  [15,] "0.293" "0.753"
##  [16,] "0.288" "0.885"
##  [17,] "0.328" "0.858"
##  [18,] "0.297" "0.855"
##  [19,] "0.294" "0.926"
##  [20,] "0.298" "1.051"
##  [21,] "0.272" "0.688"
##  [22,] "0.289" "0.82" 
##  [23,] "0.267" "0.723"
##  [24,] "0.296" "0.798"
##  [25,] "0.284" "0.907"
##  [26,] "0.279" "0.806"
##  [27,] "0.284" "0.785"
##  [28,] "0.286" "0.769"
##  [29,] "0.303" "0.795"
##  [30,] "0.279" "0.804"
##  [31,] "0.303" "0.93" 
##  [32,] "0.3"   "0.814"
##  [33,] "0.279" "0.793"
##  [34,] "0.289" "0.729"
##  [35,] "0.29"  "0.81" 
##  [36,] "0.29"  "0.853"
##  [37,] "0.292" "0.907"
##  [38,] "0.262" "0.653"
##  [39,] "0.288" "0.71" 
##  [40,] "0.344" "1.116"
##  [41,] "0.294" "0.81" 
##  [42,] "0.294" "0.775"
##  [43,] "0.283" "0.845"
##  [44,] "0.318" "0.931"
##  [45,] "0.298" "0.782"
##  [46,] "0.262" "0.846"
##  [47,] "0.274" "0.83" 
##  [48,] "0.312" "0.996"
##  [49,] "0.308" "0.778"
##  [50,] "0.271" "0.775"
##  [51,] "0.293" "0.785"
##  [52,] "0.271" "0.819"
##  [53,] "0.279" "0.747"
##  [54,] "0.286" "0.787"
##  [55,] "0.284" "0.886"
##  [56,] "0.285" "0.785"
##  [57,] "0.324" "0.867"
##  [58,] "0.301" "0.974"
##  [59,] "0.29"  "0.855"
##  [60,] "0.262" "0.666"
##  [61,] "0.298" "0.854"
##  [62,] "0.289" "0.724"
##  [63,] "0.272" "0.84" 
##  [64,] "0.303" "0.825"
##  [65,] "0.299" "0.794"
##  [66,] "0.298" "0.977"
##  [67,] "0.273" "0.878"
##  [68,] "0.285" "0.795"
##  [69,] "0.274" "0.811"
##  [70,] "0.29"  "0.753"
##  [71,] "0.276" "0.789"
##  [72,] "0.269" "0.797"
##  [73,] "0.297" "0.849"
##  [74,] "0.304" "0.774"
##  [75,] "0.297" "0.817"
##  [76,] "0.295" "0.815"
##  [77,] "0.297" "0.858"
##  [78,] "0.288" "0.846"
##  [79,] "0.276" "0.956"
##  [80,] "0.286" "0.741"
##  [81,] "0.282" "0.745"
##  [82,] "0.267" "0.679"
##  [83,] "0.271" "0.885"
##  [84,] "0.297" "0.948"
##  [85,] "0.318" "0.837"
##  [86,] "0.255" "0.741"
##  [87,] "0.288" "0.746"
##  [88,] "0.285" "0.821"
##  [89,] "0.295" "0.729"
##  [90,] "0.277" "0.826"
##  [91,] "0.272" "0.732"
##  [92,] "0.284" "0.774"
##  [93,] "0.259" "0.653"
##  [94,] "0.312" "0.933"
##  [95,] "0.295" "0.863"
##  [96,] "0.267" "0.908"
##  [97,] "0.282" "0.889"
##  [98,] "0.248" "0.75" 
##  [99,] "0.248" "0.792"
## [100,] "0.27"  "0.889"
## [101,] "0.276" "0.724"
## [102,] "0.285" "0.702"
## [103,] "0.288" "0.744"
## [104,] "0.298" "0.803"
## [105,] "0.26"  "0.62" 
## [106,] "0.259" "0.771"
## [107,] "0.296" "0.821"
## [108,] "0.303" "0.88" 
## [109,] "0.269" "0.743"
## [110,] "0.313" "0.965"
## [111,] "0.309" "0.871"
## [112,] "0.307" "0.83" 
## [113,] "0.268" "0.765"
## [114,] "0.285" "0.83" 
## [115,] "0.296" "0.79" 
## [116,] "0.287" "0.81" 
## [117,] "0.286" "0.696"
## [118,] "0.291" "0.779"
## [119,] "0.26"  "0.777"
## [120,] "0.303" "0.885"
## [121,] "0.281" "0.661"
## [122,] "0.308" "0.922"
## [123,] "0.294" "0.733"
## [124,] "0.295" "0.919"
## [125,] "0.265" "0.815"
## [126,] "0.279" "0.749"
## [127,] "0.291" "0.874"
## [128,] "0.288" "0.833"
## [129,] "0.318" "0.859"
## [130,] "0.286" "0.761"
## [131,] "0.267" "0.796"
## [132,] "0.271" "0.673"
## [133,] "0.262" "0.773"
## [134,] "0.303" "0.765"
## [135,] "0.29"  "0.805"
## [136,] "0.289" "0.744"
## [137,] "0.285" "0.79" 
## [138,] "0.256" "0.884"
## [139,] "0.257" "0.732"
## [140,] "0.281" "0.855"
## [141,] "0.29"  "0.753"
## [142,] "0.306" "0.82" 
## [143,] "0.284" "0.812"
## [144,] "0.289" "0.802"
## [145,] "0.272" "0.707"
## [146,] "0.277" "0.788"
## [147,] "0.267" "0.817"
## [148,] "0.288" "0.823"
## [149,] "0.289" "0.725"
## [150,] "0.28"  "0.929"
## [151,] "0.267" "0.772"
## [152,] "0.282" "0.824"
## [153,] "0.266" "0.763"
## [154,] "0.277" "0.768"
## [155,] "0.287" "0.855"
## [156,] "0.26"  "0.667"
## [157,] "0.281" "0.802"
## [158,] "0.279" "0.829"
## [159,] "0.305" "0.807"
## [160,] "0.261" "0.673"
## [161,] "0.255" "0.675"
## [162,] "0.265" "0.769"
## [163,] "0.283" "0.85" 
## [164,] "0.273" "0.789"
## [165,] "0.268" "0.767"
## [166,] "0.268" "0.767"
## [167,] "0.285" "0.789"
## [168,] "0.278" "0.779"
## [169,] "0.278" "0.775"
## [170,] "0.265" "0.759"
## [171,] "0.298" "0.848"
## [172,] "0.283" "0.845"
## [173,] "0.281" "0.859"
## [174,] "0.264" "0.76" 
## [175,] "0.284" "0.903"
## [176,] "0.281" "0.692"
## [177,] "0.295" "0.904"
## [178,] "0.263" "0.739"
## [179,] "0.254" "0.823"
## [180,] "0.252" "0.626"
## [181,] "0.263" "0.648"
## [182,] "0.271" "0.815"
## [183,] "0.274" "0.818"
## [184,] "0.273" "0.846"
## [185,] "0.304" "0.83" 
## [186,] "0.275" "0.728"
## [187,] "0.266" "0.768"
## [188,] "0.266" "0.768"
## [189,] "0.299" "0.813"
## [190,] "0.299" "0.835"
## [191,] "0.258" "0.679"
## [192,] "0.291" "0.902"
## [193,] "0.27"  "0.707"
## [194,] "0.29"  "0.719"
## [195,] "0.268" "0.824"
## [196,] "0.267" "0.806"
## [197,] "0.276" "0.797"
## [198,] "0.278" "0.745"
## [199,] "0.266" "0.867"
## [200,] "0.273" "0.797"
## [201,] "0.261" "0.799"
## [202,] "0.277" "0.802"
## [203,] "0.293" "0.732"
## [204,] "0.292" "0.912"
## [205,] "0.289" "0.783"
## [206,] "0.254" "0.661"
## [207,] "0.266" "0.794"
## [208,] "0.263" "0.722"
## [209,] "0.267" "0.854"
## [210,] "0.295" "0.811"
## [211,] "0.271" "0.862"
## [212,] "0.271" "0.764"
## [213,] "0.285" "0.733"
## [214,] "0.285" "0.799"
## [215,] "0.276" "0.84" 
## [216,] "0.306" "0.818"
## [217,] "0.254" "0.76" 
## [218,] "0.263" "0.757"
## [219,] "0.252" "0.753"
## [220,] "0.274" "0.826"
## [221,] "0.295" "0.795"
## [222,] "0.307" "0.726"
## [223,] "0.274" "0.779"
## [224,] "0.266" "0.822"
## [225,] "0.266" "0.767"
## [226,] "0.273" "0.851"
## [227,] "0.298" "0.85" 
## [228,] "0.264" "0.626"
## [229,] "0.284" "0.759"
## [230,] "0.246" "0.676"
## [231,] "0.264" "0.773"
## [232,] "0.282" "0.848"
## [233,] "0.313" "0.882"
## [234,] "0.283" "0.749"
## [235,] "0.266" "0.848"
## [236,] "0.295" "0.933"
## [237,] "0.265" "0.736"
## [238,] "0.257" "0.679"
## [239,] "0.268" "0.779"
## [240,] "0.284" "0.725"
## [241,] "0.299" "0.781"
## [242,] "0.272" "0.794"
## [243,] "0.286" "0.806"
## [244,] "0.287" "0.81" 
## [245,] "0.291" "0.741"
## [246,] "0.27"  "0.794"
## [247,] "0.267" "0.829"
## [248,] "0.278" "0.785"
## [249,] "0.249" "0.782"
## [250,] "0.278" "0.806"
## [251,] "0.282" "0.743"
## [252,] "0.276" "0.79" 
## [253,] "0.277" "0.833"
## [254,] "0.26"  "0.673"
## [255,] "0.299" "0.833"
## [256,] "0.282" "0.884"
## [257,] "0.263" "0.737"
## [258,] "0.267" "0.83" 
## [259,] "0.25"  "0.802"
## [260,] "0.273" "0.848"
## [261,] "0.256" "0.787"
## [262,] "0.295" "0.724"
## [263,] "0.263" "0.643"
## [264,] "0.256" "0.803"
## [265,] "0.273" "0.72" 
## [266,] "0.243" "0.635"
## [267,] "0.263" "0.982"
## [268,] "0.261" "0.734"
## [269,] "0.279" "0.805"
## [270,] "0.264" "0.804"
## [271,] "0.3"   "0.85" 
## [272,] "0.279" "0.665"
## [273,] "0.273" "0.786"
## [274,] "0.29"  "0.787"
## [275,] "0.257" "0.717"
## [276,] "0.269" "0.717"
## [277,] "0.275" "0.729"
## [278,] "0.296" "0.796"
## [279,] "0.269" "0.712"
## [280,] "0.267" "0.696"
## [281,] "0.26"  "0.711"
## [282,] "0.289" "0.765"
## [283,] "0.262" "0.752"
## [284,] "0.273" "0.815"
## [285,] "0.273" "0.706"
## [286,] "0.291" "0.754"
## [287,] "0.251" "0.669"
## [288,] "0.259" "0.735"
## [289,] "0.275" "0.762"
## [290,] "0.279" "0.878"
## [291,] "0.283" "0.692"
## [292,] "0.279" "0.87" 
## [293,] "0.257" "0.75" 
## [294,] "0.274" "0.792"
## [295,] "0.263" "0.66" 
## [296,] "0.272" "0.84" 
## [297,] "0.292" "0.756"
## [298,] "0.268" "0.815"
## [299,] "0.261" "0.663"
## [300,] "0.278" "0.703"
## [301,] "0.245" "0.695"
## [302,] "0.297" "0.851"
## [303,] "0.302" "0.814"
## [304,] "0.247" "0.746"
## [305,] "0.268" "0.822"
## [306,] "0.287" "0.828"
## [307,] "0.284" "0.799"
## [308,] "0.283" "0.876"
## [309,] "0.25"  "0.684"
## [310,] "0.268" "0.784"
## [311,] "0.259" "0.774"
## [312,] "0.277" "0.781"
## [313,] "0.29"  "0.724"
## [314,] "0.271" "0.725"
## [315,] "0.296" "0.724"
## [316,] "0.248" "0.674"
## [317,] "0.288" "0.791"
## [318,] "0.278" "0.84" 
## [319,] "0.287" "0.818"
## [320,] "0.242" "0.807"
## [321,] "0.283" "0.663"
## [322,] "0.274" "0.749"
## [323,] "0.264" "0.738"
## [324,] "0.279" "0.829"
## [325,] "0.279" "0.829"
## [326,] "0.282" "0.788"
## [327,] "0.271" "0.746"
## [328,] "0.279" "0.946"
## [329,] "0.263" "0.668"
## [330,] "0.253" "0.826"
## [331,] "0.244" "0.731"
## [332,] "0.261" "0.795"
## [333,] "0.278" "0.873"
## [334,] "0.266" "0.634"
## [335,] "0.269" "0.841"
## [336,] "0.273" "0.715"
## [337,] "0.264" "0.668"
## [338,] "0.281" "0.721"
## [339,] "0.282" "0.79" 
## [340,] "0.261" "0.693"
## [341,] "0.28"  "0.701"
## [342,] "0.291" "0.802"
## [343,] "0.259" "0.862"
## [344,] "0.273" "0.689"
## [345,] "0.303" "0.831"
## [346,] "0.289" "0.817"
## [347,] "0.242" "0.67" 
## [348,] "0.253" "0.834"
## [349,] "0.27"  "0.658"
## [350,] "0.253" "0.799"
## [351,] "0.254" "0.847"
## [352,] "0.247" "0.763"
## [353,] "0.262" "0.832"
## [354,] "0.273" "0.864"
## [355,] "0.28"  "0.737"
## [356,] "0.273" "0.673"
## [357,] "0.251" "0.752"
## [358,] "0.258" "0.677"
## [359,] "0.266" "0.723"
## [360,] "0.254" "0.811"
## [361,] "0.269" "0.642"
## [362,] "0.272" "0.813"
## [363,] "0.285" "0.798"
## [364,] "0.288" "0.718"
## [365,] "0.26"  "0.822"
## [366,] "0.258" "0.756"
## [367,] "0.273" "0.752"
## [368,] "0.295" "0.807"
## [369,] "0.28"  "0.739"
## [370,] "0.265" "0.802"
## [371,] "0.289" "0.783"
## [372,] "0.228" "0.58" 
## [373,] "0.258" "0.733"
## [374,] "0.255" "0.827"
## [375,] "0.264" "0.699"
## [376,] "0.271" "0.711"
## [377,] "0.256" "0.776"
## [378,] "0.251" "0.725"
## [379,] "0.285" "0.793"
## [380,] "0.282" "0.873"
## [381,] "0.276" "0.766"
## [382,] "0.261" "0.851"
## [383,] "0.254" "0.716"
## [384,] "0.254" "0.852"
## [385,] "0.248" "0.699"
## [386,] "0.277" "0.775"
## [387,] "0.25"  "0.713"
## [388,] "0.267" "0.763"
## [389,] "0.282" "0.822"
## [390,] "0.261" "0.744"
## [391,] "0.248" "0.675"
## [392,] "0.273" "0.716"
## [393,] "0.256" "0.621"
## [394,] "0.291" "0.797"
## [395,] "0.249" "0.786"
## [396,] "0.25"  "0.694"
## [397,] "0.275" "0.656"
## [398,] "0.304" "0.794"
## [399,] "0.28"  "0.658"
## [400,] "0.258" "0.677"
## [401,] "0.281" "0.744"
## [402,] "0.265" "0.811"
## [403,] "0.262" "0.824"
## [404,] "0.257" "0.733"
## [405,] "0.264" "0.778"
## [406,] "0.284" "0.88" 
## [407,] "0.3"   "0.842"
## [408,] "0.276" "0.86" 
## [409,] "0.29"  "0.746"
## [410,] "0.299" "0.765"
## [411,] "0.304" "0.744"
## [412,] "0.273" "0.799"
## [413,] "0.241" "0.818"
## [414,] "0.27"  "0.814"
## [415,] "0.258" "0.738"
## [416,] "0.274" "0.749"
## [417,] "0.279" "0.68" 
## [418,] "0.265" "0.696"
## [419,] "0.236" "0.616"
## [420,] "0.247" "0.618"
## [421,] "0.27"  "0.757"
## [422,] "0.286" "0.746"
## [423,] "0.242" "0.664"
## [424,] "0.233" "0.666"
## [425,] "0.252" "0.642"
## [426,] "0.228" "0.639"
## [427,] "0.286" "0.928"
## [428,] "0.287" "0.723"
## [429,] "0.254" "0.728"
## [430,] "0.241" "0.817"
## [431,] "0.255" "0.652"
## [432,] "0.225" "0.772"
## [433,] "0.277" "0.839"
## [434,] "0.253" "0.771"
## [435,] "0.263" "0.751"
## [436,] "0.297" "0.748"
## [437,] "0.253" "0.756"
## [438,] "0.252" "0.76" 
## [439,] "0.257" "0.744"
## [440,] "0.255" "0.732"
## [441,] "0.254" "0.665"
## [442,] "0.261" "0.71" 
## [443,] "0.257" "0.653"
## [444,] "0.258" "0.693"
## [445,] "0.258" "0.633"
## [446,] "0.245" "0.762"
## [447,] "0.25"  "0.641"
## [448,] "0.245" "0.784"
## [449,] "0.253" "0.741"
## [450,] "0.278" "0.773"
## [451,] "0.257" "0.669"
## [452,] "0.244" "0.686"
## [453,] "0.261" "0.74" 
## [454,] "0.249" "0.757"
## [455,] "0.228" "0.529"
## [456,] "0.243" "0.72" 
## [457,] "0.228" "0.653"
## [458,] "0.239" "0.671"
## [459,] "0.236" "0.642"
## [460,] "0.233" "0.612"
## [461,] "0.264" "0.636"
## [462,] "0.251" "0.611"
## [463,] "0.268" "0.705"
## [464,] "0.217" "0.552"
## [465,] "0.24"  "0.767"
## [466,] "0.249" "0.625"
## [467,] "0.26"  "0.717"
## [468,] "0.26"  "0.708"
## [469,] "0.262" "0.661"
## [470,] "0.225" "0.571"
## [471,] "0.257" "0.75" 
## [472,] "0.239" "0.741"
## [473,] "0.253" "0.695"
## [474,] "0.225" "0.604"
## [475,] "0.236" "0.667"
## [476,] "0.235" "0.628"
## [477,] "0.226" "0.64" 
## [478,] "0.232" "0.643"
## [479,] "0.25"  "0.72" 
## [480,] "0.287" "0.741"
## [481,] "0.193" "0.532"
## [482,] "0.234" "0.625"
## [483,] "0.255" "0.776"
## [484,] "0.238" "0.629"
## [485,] "0.237" "0.611"
## [486,] "0.238" "0.678"
## [487,] "0.219" "0.584"
## [488,] "0.236" "0.631"
## [489,] "0.214" "0.533"
## [490,] "0.226" "0.574"
## [491,] "0.216" "0.567"
## [492,] "0.231" "0.622"
## [493,] "0.242" "0.662"
colnames(z) <- c("vote", "H","Name")
z
##      vote    H                     Name    NA  NA   NA    NA    NA
## 1   0.978 3771             y Hank Aaron   143 755  240 0.305 0.928
## 2   0.932 3630            y Stan Musial 128.2 475   78 0.331 0.976
## 3   0.946 3419       y Carl Yastrzemski  96.4 452  168 0.285 0.841
## 4   0.852 3319           y Paul Molitor  75.7 234  504 0.306 0.817
## 5   0.947 3283            y Willie Mays 156.4 660  338 0.302 0.941
## 6   0.853 3255           y Eddie Murray  68.7 504  110 0.287 0.836
## 7   0.985 3184         y Cal Ripken Jr.  95.9 431   36 0.276 0.788
## 8   0.982 3154           y George Brett  88.7 317  201 0.305 0.857
## 9   0.775 3142            y Robin Yount  77.3 251  271 0.285 0.772
## 10  0.976 3141             y Tony Gwynn  69.2 135  319 0.338 0.847
## 11  0.845 3110          y Dave Winfield  64.2 465  223 0.283 0.827
## 12  0.827 3060           y Craig Biggio  65.5 291  414 0.281 0.796
## 13  0.948 3055       y Rickey Henderson 111.2 297 1406 0.279  0.82
## 14  0.905 3053              y Rod Carew  81.3  92  353 0.328 0.822
## 15  0.797 3023              y Lou Brock  45.3 149  938 0.293 0.753
## 16  0.044 3020      y X-Rafael Palmeiro  71.9 569   97 0.288 0.885
## 17  0.919 3010             y Wade Boggs  91.4 118   24 0.328 0.858
## 18  0.883 3007              y Al Kaline  92.8 399  137 0.297 0.855
## 19  0.892 2943         y Frank Robinson 107.3 586  204 0.294 0.926
## 20  0.564 2935            y Barry Bonds 162.8 762  514 0.298 1.051
## 21   0.37 2877           y Omar Vizquel  45.6  80  404 0.272 0.688
## 22  0.048 2866        y X-Harold Baines  38.7 384   34 0.289  0.82
## 23   0.92 2848        y Brooks Robinson  78.4 268   28 0.267 0.723
## 24   0.76 2844         y Ivan Rodriguez  68.7 311  127 0.296 0.798
## 25  0.993 2781        y Ken Griffey Jr.  83.8 630  184 0.284 0.907
## 26  0.779 2774           y Andre Dawson  64.8 438  314 0.279 0.806
## 27  0.019 2769         y X-Johnny Damon  56.4 235  408 0.284 0.785
## 28  0.109 2757          y X-Vada Pinson  54.3 256  305 0.286 0.769
## 29  0.043 2743            y X-Al Oliver  43.7 219   84 0.303 0.795
## 30  0.772 2732             y Tony Perez    54 379   49 0.279 0.804
## 31  0.972 2726          y Chipper Jones  85.2 468  150 0.303  0.93
## 32    0.9 2724         y Roberto Alomar  67.1 210  474   0.3 0.814
## 33  0.038 2716          y X-Rusty Staub  45.8 292   47 0.279 0.793
## 34  0.021 2715         y X-Bill Buckner  15.1 174  183 0.289 0.729
## 35  0.153 2712          y X-Dave Parker  40.1 339  154  0.29  0.81
## 36  0.857 2711         y Billy Williams  63.7 426   90  0.29 0.853
## 37  0.111 2689         y Gary Sheffield  60.5 509  253 0.292 0.907
## 38  0.846 2677          y Luis Aparicio  55.8  83  506 0.262 0.653
## 39  0.747 2663       y X-Nellie Fox HOF    49  35   76 0.288  0.71
## 40  0.934 2654           y Ted Williams 123.1 521   24 0.344 1.116
## 41   0.86 2605             y Tim Raines  69.4 170  808 0.294  0.81
## 42  0.211 2599         y X-Steve Garvey  38.1 272   83 0.294 0.775
## 43  0.009 2591        y X-Luis Gonzalez  51.8 354  128 0.283 0.845
## 44  0.929 2590      y Vladimir Guerrero  59.4 449  181 0.318 0.931
## 45  0.011 2586         y X-Julio Franco  43.5 173  281 0.298 0.782
## 46  0.936 2584         y Reggie Jackson    74 563  228 0.262 0.846
## 47  0.838 2583            y Ernie Banks  67.5 512   50 0.274  0.83
## 48   0.22 2574          y Manny Ramirez  69.4 555   38 0.312 0.996
## 49  0.304 2574   y X-Richie Ashburn HOF  63.9  29  234 0.308 0.778
## 50  0.007 2548         y X-Steve Finley  44.3 304  320 0.271 0.775
## 51  0.002 2529      y X-Garret Anderson  25.7 287   80 0.293 0.785
## 52  0.818 2517             y Joe Morgan 100.6 268  689 0.271 0.819
## 53  0.017 2514           y X-Buddy Bell  66.3 201   55 0.279 0.747
## 54  0.249 2495        y X-Mickey Vernon  34.5 172  137 0.286 0.787
## 55  0.232 2490           y Fred McGriff  52.6 493   72 0.284 0.886
## 56  0.037 2472          y X-Ted Simmons  50.3 248   21 0.285 0.785
## 57  0.848 2471            y Joe Medwick  55.6 205   42 0.324 0.867
## 58  0.837 2468           y Frank Thomas  73.9 521   32 0.301 0.974
## 59  0.145 2461              y Jeff Kent  55.4 377   94  0.29 0.855
## 60  0.917 2460            y Ozzie Smith  76.9  28  580 0.262 0.666
## 61  0.764 2452               y Jim Rice  47.7 382   58 0.298 0.854
## 62   0.39 2449 y X-Red Schoendienst HOF  42.3  84   89 0.289 0.724
## 63  0.036 2446         y X-Dwight Evans  67.1 385   78 0.272  0.84
## 64  0.041 2445           y X-Mark Grace  46.4 173   70 0.303 0.825
## 65  0.032 2428         y X-Kenny Lofton  68.3 130  622 0.299 0.794
## 66  0.882 2415          y Mickey Mantle 110.3 536  153 0.298 0.977
## 67  0.078 2408             y Sammy Sosa  58.6 609  234 0.273 0.878
## 68  0.762 2386          y Ryne Sandberg    68 282  344 0.285 0.795
## 69  0.006 2380          y X-Chili Davis  38.2 350  142 0.274 0.811
## 70  0.004 2375         y X-Brett Butler  49.7  54  558  0.29 0.753
## 71  0.029 2369         y X-Lou Whitaker  75.1 244  143 0.276 0.789
## 72  0.796 2356           y Carlton Fisk  68.5 376  128 0.269 0.797
## 73  0.735 2351   y X-Orlando Cepeda HOF  50.2 379  142 0.297 0.849
## 74  0.202 2345     y X-Billy Herman HOF  54.8  47   67 0.304 0.774
## 75  0.222 2342        y X-Joe Torre HOF  57.6 252   23 0.297 0.817
## 76  0.864 2340           y Barry Larkin  70.4 198  379 0.295 0.815
## 77  0.033 2336      y X-Bernie Williams  49.6 287  147 0.297 0.858
## 78  0.041 2333     y X-Andres Galarraga  31.7 399  128 0.288 0.846
## 79  0.898 2328              y Jim Thome  72.9 612   19 0.276 0.956
## 80  0.005 2327       y X-Edgar Renteria  32.3 140  294 0.286 0.741
## 81  0.003 2326         y X-B.J. Surhoff  34.4 188  141 0.282 0.745
## 82  0.162 2326      y X-Dave Concepcion  40.1 101  321 0.267 0.679
## 83  0.794 2315          y Eddie Mathews  96.6 512   68 0.271 0.885
## 84  0.862 2314           y Jeff Bagwell  79.9 449  202 0.297 0.948
## 85  0.821 2304          y Kirby Puckett  51.1 207  134 0.318 0.837
## 86  0.008 2280          y X-Gary Gaetti  42.1 360   96 0.255 0.741
## 87  0.007 2276       y X-Tony Fernandez  45.3  94  246 0.288 0.746
## 88  0.002 2273           y X-Carlos Lee  28.3 358  125 0.285 0.821
## 89  0.023 2254         y X-Willie McGee  34.2  79  352 0.295 0.729
## 90  0.431 2254        y X-Ron Santo HOF  70.5 342   35 0.277 0.826
## 91  0.007 2251      y X-Marquis Grissom  29.6 227  429 0.272 0.732
## 92  0.004 2251            y X-Jose Cruz  54.4 165  317 0.284 0.774
## 93  0.031 2249      y X-Bert Campaneris  53.1  79  649 0.259 0.653
## 94  0.704 2247         y Edgar Martinez  68.4 309   49 0.312 0.933
## 95  0.007 2239          y X-John Olerud  58.2 255   11 0.295 0.863
## 96  0.965 2234           y Mike Schmidt 106.8 548  174 0.267 0.908
## 97  0.824 2232        y Willie Stargell  57.5 475   17 0.282 0.889
## 98  0.047 2225        y X-Graig Nettles    68 390   32 0.248  0.75
## 99  0.017 2223        y X-Darrell Evans  58.8 414   98 0.248 0.792
## 100 0.814 2211         y Willie McCovey  64.5 521   26  0.27 0.889
## 101 0.011 2210      y X-Willie Randolph  65.9  54  271 0.276 0.724
## 102  0.02 2207        y X-Willie Wilson  46.1  41  668 0.285 0.702
## 103 0.005 2195        y X-Jason Kendall  41.7  75  189 0.288 0.744
## 104     0 2192         y X-Cecil Cooper    36 241   89 0.298 0.803
## 105 0.025 2191           y X-Larry Bowa  22.8  15  318  0.26  0.62
## 106 0.038 2184           y X-Joe Carter  19.6 396  231 0.259 0.771
## 107 0.043 2182      y X-Keith Hernandez  60.4 162   98 0.296 0.821
## 108 0.044 2176           y X-Will Clark  56.5 284   67 0.303  0.88
## 109 0.446 2170    y X-Pee Wee Reese HOF  66.3 126  232 0.269 0.743
## 110 0.341 2160           y Larry Walker  72.7 383  230 0.313 0.965
## 111 0.007 2156      y X-Magglio Ordonez  38.7 294   94 0.309 0.871
## 112 0.091 2153        y X-Don Mattingly  42.4 222   14 0.307  0.83
## 113     0 2152         y X-Ruben Sierra  16.8 306  142 0.268 0.765
## 114 0.856 2150             y Yogi Berra  59.4 358   30 0.285  0.83
## 115 0.047 2143          y X-Ken Griffey  34.5 152  200 0.296  0.79
## 116 0.118 2143            y X-Ken Boyer  62.8 282  105 0.287  0.81
## 117 0.008 2138           y X-Dick Groat  36.7  39   14 0.286 0.696
## 118 0.019 2138          y X-Wally Moses    33  89  174 0.291 0.779
## 119 0.026 2135           y X-Don Baylor  28.5 338  285  0.26 0.777
## 120 0.011 2134          y X-Moises Alou  39.9 332  106 0.303 0.885
## 121 0.256 2134          y X-Maury Wills  39.7  20  586 0.281 0.661
## 122  0.83 2127            y Mike Piazza  59.6 427   17 0.308 0.922
## 123 0.012 2121          y X-Tommy Davis  20.4 153  136 0.294 0.733
## 124 0.865 2116            y Duke Snider  66.3 407   99 0.295 0.919
## 125 0.186 2111          y X-Dale Murphy  46.5 398  161 0.265 0.815
## 126     0 2109      y X-Chris Chambliss  27.5 185   40 0.279 0.749
## 127 0.004 2107          y X-Ellis Burks  49.8 352  181 0.291 0.874
## 128 0.022 2105         y X-Paul O'Neill  38.9 281  141 0.288 0.833
## 129  0.29 2103     y X-Arky Vaughan HOF  72.9  96  118 0.318 0.859
## 130 0.008 2101          y X-Felipe Alou  42.2 206  107 0.286 0.761
## 131 0.004 2099        y X-Brian Downing  51.5 275   50 0.267 0.796
## 132 0.004 2096      y X-Garry Templeton  27.9  70  242 0.271 0.673
## 133  0.78 2092            y Gary Carter  70.1 324   39 0.262 0.773
## 134 0.226 2092         y X-Harvey Kuenn    26  87   68 0.303 0.765
## 135     0 2091            y X-Hal McRae  27.9 191  109  0.29 0.805
## 136 0.112 2089              y X-Al Dark  43.2 126   59 0.289 0.744
## 137 0.005 2087         y X-Cesar Cedeno  52.8 199  550 0.285  0.79
## 138 0.831 2086       y Harmon Killebrew  60.4 573   19 0.256 0.884
## 139 0.002 2085          y X-Tim Wallach  38.5 260   51 0.257 0.732
## 140 0.102 2077            y Scott Rolen  70.2 316  118 0.281 0.855
## 141 0.006 2074      y X-Carney Lansford  40.4 151  224  0.29 0.753
## 142 0.026 2064         y X-Dixie Walker  42.7 105   59 0.306  0.82
## 143 0.007 2063            y X-Del Ennis  31.1 288   45 0.284 0.812
## 144     0 2060         y X-Wally Joyner  35.8 204   60 0.289 0.802
## 145     0 2055      y X-Orlando Cabrera  21.4 123  216 0.272 0.707
## 146     0 2054           y X-Ray Durham  33.8 192  273 0.277 0.788
## 147 0.964 2048           y Johnny Bench  75.2 389   68 0.267 0.817
## 148 0.217 2042      y X-Bobby Doerr HOF  51.2 223   54 0.288 0.823
## 149     0 2040    y X-Mark Grudzielanek  26.5  90  133 0.289 0.725
## 150 0.038 2038       y X-Carlos Delgado  44.4 473   14  0.28 0.929
## 151 0.007 2031              y X-Lee May  27.2 354   39 0.267 0.772
## 152     0 2029        y X-Ken Singleton  41.8 246   21 0.282 0.824
## 153 0.002 2023        y X-Tony Phillips  50.9 160  177 0.266 0.763
## 154     0 2020            y X-Amos Otis  42.8 193  341 0.277 0.768
## 155 0.007 2020         y X-Reggie Smith  64.6 314  137 0.287 0.855
## 156 0.423 2016   y X-Bill Mazeroski HOF  36.5 138   27  0.26 0.667
## 157     0 2011        y X-Gary Matthews  30.4 234  183 0.281 0.802
## 158 0.004 2010        y X-Bobby Bonilla  30.3 287   45 0.279 0.829
## 159 0.045 2008         y X-Bill Madlock  38.2 163  174 0.305 0.807
## 160     0 2007          y X-Tony Taylor  23.4  75  234 0.261 0.673
## 161 0.038 2006          y X-Frank White  34.8 160  178 0.255 0.675
## 162     0 2004           y X-Todd Zeile  19.5 253   53 0.265 0.769
## 163 0.004 2003          y X-Shawn Green  34.7 328  162 0.283  0.85
## 164 0.009 1993        y X-Willie Horton  26.4 325   20 0.273 0.789
## 165 0.002 1992         y X-George Scott  36.5 271   69 0.268 0.767
## 166     0 1992           y George Scott  36.5 271   69 0.268 0.767
## 167     0 1982          y X-Jeff Conine  19.5 214   54 0.285 0.789
## 168 0.009 1981          y X-Dusty Baker    37 242  137 0.278 0.779
## 169     0 1980      y X-George Hendrick  29.1 267   59 0.278 0.775
## 170 0.004 1963             y X-Jay Bell  37.2 195   91 0.265 0.759
## 171 0.147 1963        y X-Minnie Minoso  50.5 186  205 0.298 0.848
## 172 0.047 1960            y X-Fred Lynn  50.2 306   72 0.283 0.845
## 173     0 1959           y X-Derrek Lee  34.6 331  104 0.281 0.859
## 174 0.002 1954          y X-Toby Harrah  51.4 195  238 0.264  0.76
## 175 0.025 1949          y X-Jim Edmonds  60.4 393   67 0.284 0.903
## 176 0.004 1949            y X-Steve Sax  25.7  54  444 0.281 0.692
## 177  0.04 1936        y X-Juan Gonzalez  38.7 434   26 0.295 0.904
## 178     0 1934          y X-Devon White  47.3 208  346 0.263 0.739
## 179 0.073 1933           y Andruw Jones  62.8 434  152 0.254 0.823
## 180 0.005 1931        y X-Don Kessinger     9  14  100 0.252 0.626
## 181 0.007 1926         y X-Bill Russell  31.3  46  167 0.263 0.648
## 182  0.01 1925        y X-Tino Martinez    29 339   27 0.271 0.815
## 183 0.041 1925        y X-George Foster  44.2 348   51 0.274 0.818
## 184 0.634 1921           y X-Gil Hodges  44.9 370   63 0.273 0.846
## 185 0.362 1917           y X-Tony Oliva  43.1 220   86 0.304  0.83
## 186 0.002 1913        y X-Jose Cardenal  20.7 138  329 0.275 0.728
## 187 0.008 1913           y X-Ron Fairly  35.1 215   35 0.266 0.768
## 188     0 1913             y Ron Fairly  35.1 215   35 0.266 0.768
## 189 0.005 1910         y X-Carl Furillo  35.1 192   48 0.299 0.813
## 190 0.006 1906       y X-Dante Bichette   5.7 274  152 0.299 0.835
## 191     0 1904        y X-Royce Clayton  19.6 110  231 0.258 0.679
## 192     0 1897          y X-Brian Giles  51.1 287  109 0.291 0.902
## 193 0.002 1897      y X-Terry Pendleton  28.5 140  127  0.27 0.707
## 194     0 1889        y X-Luis Castillo  29.1  28  370  0.29 0.719
## 195 0.042 1886          y X-Bobby Bonds  57.9 332  461 0.268 0.824
## 196 0.013 1885        y X-Robin Ventura  56.1 294   24 0.267 0.806
## 197  0.01 1884       y X-Vinny Castilla  19.4 320   33 0.276 0.797
## 198     0 1884  y X-Claudell Washington  19.6 164  312 0.278 0.745
## 199 0.011 1877         y X-Jose Canseco  42.5 462  200 0.266 0.867
## 200 0.002 1875           y X-Chet Lemon  55.6 215   58 0.273 0.797
## 201 0.019 1868              y X-Ron Cey  53.8 316   24 0.261 0.799
## 202 0.007 1862         y X-Bobby Murcer  32.1 252  127 0.277 0.802
## 203 0.151 1861           y X-Curt Flood  41.9  85   88 0.293 0.732
## 204 0.167 1848           y X-Dick Allen  58.7 351  133 0.292 0.912
## 205 0.002 1839      y X-Chuck Knoblauch  44.8  98  407 0.289 0.783
## 206 0.042 1838            y X-Bob Boone  27.4 105   38 0.254 0.661
## 207 0.026 1833          y X-Bobby Grich  71.1 224  104 0.266 0.794
## 208 0.002 1830      y X-Benito Santiago  27.3 217   91 0.263 0.722
## 209 0.015 1826           y X-Jack Clark  53.1 340   77 0.267 0.854
## 210 0.007 1826           y X-Bob Watson  28.4 184   27 0.295 0.811
## 211 0.016 1820            y X-Norm Cash    52 377   43 0.271 0.862
## 212     0 1803            y X-Roy White  46.8 160  233 0.271 0.764
## 213     0 1802         y X-Garry Maddox  36.8 117  248 0.285 0.733
## 214 0.003 1796           y X-Andy Pafko  36.8 213   38 0.285 0.799
## 215 0.002 1795        y X-Greg Luzinski  26.3 307   37 0.276  0.84
## 216 0.147 1792   y X-Ernie Lombardi HOF  45.9 190    8 0.306 0.818
## 217 0.007 1790            y X-Sal Bando  61.5 242   75 0.254  0.76
## 218 0.004 1789        y X-Larry Parrish  15.7 256   30 0.263 0.757
## 219 0.017 1782        y X-Lance Parrish  39.5 324   28 0.252 0.753
## 220     0 1779         y X-Jermaine Dye  20.3 325   46 0.274 0.826
## 221 0.773 1779           y Lou Boudreau    63  68   51 0.295 0.795
## 222 0.013 1777           y X-Matty Alou    23  31  156 0.307 0.726
## 223 0.004 1776        y X-Travis Fryman  34.4 223   72 0.274 0.779
## 224 0.013 1776          y X-Boog Powell    39 339   20 0.266 0.822
## 225 0.002 1775           y X-Bret Boone  22.8 252   94 0.266 0.767
## 226 0.014 1774         y X-Frank Howard  37.6 382    8 0.273 0.851
## 227  0.14 1766       y X-Ted Kluszewski  32.4 279   20 0.298  0.85
## 228  0.01 1764        y X-Ozzie Guillen  20.9  28  169 0.264 0.626
## 229     0 1759           y X-Randy Winn  27.6 110  215 0.284 0.759
## 230 0.002 1759         y X-Chris Speier  30.6 112   42 0.246 0.676
## 231 0.002 1757      y X-Johnny Callison  38.5 226   74 0.264 0.773
## 232  0.01 1749           y X-Kent Hrbek  38.6 293   37 0.282 0.848
## 233 0.018 1747    y X-Nomar Garciaparra  44.2 229   95 0.313 0.882
## 234 0.002 1731           y X-Eric Young  18.8  79  465 0.283 0.749
## 235 0.003 1730       y X-Rocky Colavito  44.5 374   19 0.266 0.848
## 236 0.035 1726         y X-Albert Belle  40.1 381   88 0.295 0.933
## 237  0.01 1726          y X-Jim Fregosi  48.7 151   76 0.265 0.736
## 238 0.002 1725         y X-Leo Cardenas  27.3 118   39 0.257 0.679
## 239 0.004 1724          y X-Eric Karros  10.4 284   59 0.268 0.779
## 240 0.008 1716            y X-Vic Power  15.5 126   45 0.284 0.725
## 241 0.011 1711      y X-Frank McCormick  34.9 128   27 0.299 0.781
## 242 0.004 1710         y X-Ken Caminiti  33.5 239   88 0.272 0.794
## 243  0.01 1706           y X-Bill White  38.6 202  103 0.286 0.806
## 244  0.01 1706          y X-Augie Galan  41.1 100  123 0.287  0.81
## 245 0.005 1705         y X-Lou Piniella  12.5 102   32 0.291 0.741
## 246 0.025 1705        y X-Bobby Thomson  33.3 264   38  0.27 0.794
## 247 0.008 1703          y X-Roy Sievers  25.6 318   14 0.267 0.829
## 248 0.012 1702          y X-George Bell    20 265   67 0.278 0.785
## 249     0 1700         y X-Mike Cameron  46.7 278  297 0.249 0.782
## 250     0 1699          y X-Aubrey Huff  20.4 242   37 0.278 0.806
## 251 0.002 1697         y X-Darin Erstad  32.4 124  179 0.282 0.743
## 252 0.002 1694        y X-Richie Hebner    33 203   38 0.276  0.79
## 253 0.011 1692            y X-Vic Wertz  27.4 266    9 0.277 0.833
## 254 0.004 1687            y X-Tony Pena  24.7 107   80  0.26 0.673
## 255 0.003 1677           y X-Rico Carty  32.6 204   21 0.299 0.833
## 256 0.009 1674           y X-Tim Salmon  40.6 299   48 0.282 0.884
## 257 0.005 1671          y X-Davey Lopes  42.4 155  557 0.263 0.737
## 258     0 1666       y X-Reggie Sanders  39.8 305  304 0.267  0.83
## 259     0 1665             y X-Jim Wynn  55.9 291  225  0.25 0.802
## 260 0.038 1664         y X-Jorge Posada  42.8 275   20 0.273 0.848
## 261     0 1661       y X-Brady Anderson    35 210  315 0.256 0.787
## 262 0.005 1660        y X-Mickey Rivers  32.7  61  267 0.295 0.724
## 263     0 1660         y X-Cookie Rojas   9.3  54   74 0.263 0.643
## 264     0 1651             y X-Ron Gant  34.1 321  243 0.256 0.803
## 265 0.003 1651          y X-Bill Bruton  26.1  94  207 0.273  0.72
## 266 0.011 1639         y X-Roy McMillan  25.6  68   41 0.243 0.635
## 267 0.123 1626         y X-Mark McGwire  62.2 583   12 0.263 0.982
## 268 0.002 1623            y X-Don Money  36.5 176   80 0.261 0.734
## 269     0 1619          y X-Mike Lowell  24.9 223   30 0.279 0.805
## 270 0.005 1619          y X-Rick Monday  33.1 241   98 0.264 0.804
## 271 0.013 1618       y X-Pedro Guerrero  34.5 215   97   0.3  0.85
## 272 0.003 1617         y X-Felix Millan  17.6  22   67 0.279 0.665
## 273     0 1615          y X-Ben Oglivie  26.4 235   87 0.273 0.786
## 274 0.002 1614        y X-Mike Hargrove  30.4  80   24  0.29 0.787
## 275     0 1609         y X-Tommy Harper  25.8 146  408 0.257 0.717
## 276     0 1608         y X-Hubie Brooks    13 149   64 0.269 0.717
## 277     0 1604      y X-Willie Montanez   1.7 139   32 0.275 0.729
## 278     0 1598         y X-Jeff Cirillo  34.5 112   63 0.296 0.796
## 279 0.002 1597       y X-Shawon Dunston  11.5 150  212 0.269 0.712
## 280 0.003 1596          y X-Bill Virdon  19.7  91   47 0.267 0.696
## 281 0.004 1594          y X-Phil Garner  29.7 109  225  0.26 0.711
## 282 0.004 1593      y X-Gregg Jefferies  19.6 126  196 0.289 0.765
## 283 0.005 1591         y X-Bill Freehan  44.8 200   24 0.262 0.752
## 284     0 1589         y X-Raul Mondesi  29.5 271  229 0.273 0.815
## 285 0.384 1588     y X-Phil Rizzuto HOF  40.8  38  149 0.273 0.706
## 286     0 1583        y X-Carlos Baerga  19.6 134   59 0.291 0.754
## 287     0 1579          y X-Brad Ausmus  16.5  80  102 0.251 0.669
## 288 0.004 1578          y X-Juan Samuel    17 161  396 0.259 0.735
## 289     0 1576         y X-Rich Aurilia  18.2 186   23 0.275 0.762
## 290 0.002 1571        y X-David Justice  40.6 305   53 0.279 0.878
## 291 0.005 1571            y X-Dave Cash  25.6  21  120 0.283 0.692
## 292     0 1564          y X-Ryan Klesko    27 278   91 0.279  0.87
## 293 0.002 1564           y X-Bob Bailey  28.7 189   85 0.257  0.75
## 294     0 1562       y X-Andy Van Slyke  41.3 164  245 0.274 0.792
## 295     0 1562         y X-Manny Trillo  11.3  61   56 0.263  0.66
## 296     0 1561         y X-Ray Lankford  38.2 238  258 0.272  0.84
## 297 0.065 1558       y X-Thurman Munson  46.1 113   48 0.292 0.756
## 298 0.025 1553          y X-Kirk Gibson  38.4 255  284 0.268 0.815
## 299  0.39 1547         y X-Al Lopez HOF  16.6  51   46 0.261 0.663
## 300     0 1546          y X-Cesar Tovar  28.2  46  226 0.278 0.703
## 301 0.053 1541     y X-Frankie Crosetti  23.9  98  113 0.245 0.695
## 302 0.007 1540         y X-Mike Sweeney  24.8 215   53 0.297 0.851
## 303     0 1531           y X-Sean Casey  16.5 130   18 0.302 0.814
## 304     0 1530       y X-Dick McAuliffe  37.5 197   63 0.247 0.746
## 305 0.263 1530       y X-Joe Gordon HOF  57.2 253   89 0.268 0.822
## 306 0.002 1527           y X-Javy Lopez  29.7 260    8 0.287 0.828
## 307     0 1519        y X-Rondell White  28.3 198   94 0.284 0.799
## 308 0.034 1515       y X-Larry Doby HOF  49.6 253   47 0.283 0.876
## 309 0.019 1513           y X-Paul Blair  37.8 134  171  0.25 0.684
## 310 0.004 1509            y X-J.T. Snow    11 189   20 0.268 0.784
## 311 0.005 1505        y X-Doug DeCinces  41.7 237   58 0.259 0.774
## 312     0 1503          y X-Melvin Mora  28.3 171   93 0.277 0.781
## 313     0 1502           y X-Johnny Ray  24.2  53   80  0.29 0.724
## 314 0.038 1501         y X-Tim McCarver  28.3  97   61 0.271 0.725
## 315 0.005 1500     y X-Manny Sanguillen  27.5  65   35 0.296 0.724
## 316 0.002 1493         y X-Jim Sundberg  40.5  95   20 0.248 0.674
## 317 0.002 1488         y X-Lonnie Smith  38.5  98  370 0.288 0.791
## 318     0 1479          y X-Cliff Floyd    26 233  148 0.278  0.84
## 319     0 1477          y X-Richie Zisk  25.1 207    8 0.287 0.818
## 320     0 1475          y X-Greg Vaughn  30.8 355  121 0.242 0.807
## 321 0.002 1473        y X-Glenn Beckert  15.6  22   49 0.283 0.663
## 322 0.124 1471        y X-Elston Howard    27 167    9 0.274 0.749
## 323     0 1468             y X-Joe Rudi  25.4 179   25 0.264 0.738
## 324 0.003 1463        y X-Jackie Jensen  27.9 199  143 0.279 0.829
## 325 0.003 1463          y Jackie Jensen  27.9 199  143 0.279 0.829
## 326     0 1454         y X-Brian Jordan  32.9 184  119 0.282 0.788
## 327 0.002 1453      y X-Terry Steinbach    28 162   23 0.271 0.746
## 328 0.754 1451            y Ralph Kiner  49.4 369   22 0.279 0.946
## 329 0.334 1448         y X-Marty Marion  31.6  36   35 0.263 0.668
## 330     0 1447       y X-Jeromy Burnitz  19.8 315   74 0.253 0.826
## 331     0 1447        y X-Deron Johnson   6.3 245   11 0.244 0.731
## 332 0.002 1443       y X-Jeff Burroughs  17.8 240   16 0.261 0.795
## 333     0 1437            y X-J.D. Drew  44.9 242   87 0.278 0.873
## 334 0.014 1432     y X-Bobby Richardson   8.2  34   73 0.266 0.634
## 335 0.006 1430           y X-Eric Davis  36.1 282  349 0.269 0.841
## 336     0 1429             y X-Ron Hunt  32.8  39   65 0.273 0.715
## 337 0.006 1425        y X-Vince Coleman  12.5  28  752 0.264 0.668
## 338     0 1422            y X-Al Bumbry  24.5  54  254 0.281 0.721
## 339 0.007 1420           y X-Elmer Valo  28.1  58  110 0.282  0.79
## 340     0 1418         y X-Ed Kranepool   4.4 118   15 0.261 0.693
## 341 0.005 1414       y X-David Eckstein  20.9  35  123  0.28 0.701
## 342 0.002 1412          y X-David Segui  10.4 139   17 0.291 0.802
## 343 0.012 1401    y X-Darryl Strawberry  42.2 335  221 0.259 0.862
## 344     0 1401        y X-Rick Burleson  22.8  50   72 0.273 0.689
## 345 0.004 1400       y X-Mike Greenwell  25.8 130   80 0.303 0.831
## 346 0.006 1399           y X-Wally Moon  24.9 142   89 0.289 0.817
## 347 0.007 1396          y X-Clete Boyer  27.6 162   41 0.242  0.67
## 348     0 1393          y X-Pat Burrell  18.9 292    7 0.253 0.834
## 349     0 1379           y X-Otis Nixon  16.6  11  620  0.27 0.658
## 350     0 1379        y X-John Mayberry  24.9 255   20 0.253 0.799
## 351     0 1375           y X-Troy Glaus    38 320   56 0.254 0.847
## 352     0 1369       y X-Darrell Porter  40.9 188   39 0.247 0.763
## 353     0 1366          y X-Matt Stairs  14.2 265   30 0.262 0.832
## 354 0.002 1366      y X-Danny Tartabull  23.3 262   37 0.273 0.864
## 355 0.002 1361           y X-Terry Puhl  28.4  62  217  0.28 0.737
## 356     0 1353          y X-Tony Womack   2.4  36  363 0.273 0.673
## 357 0.007 1352      y X-Rico Petrocelli  39.2 210   10 0.251 0.752
## 358     0 1344            y X-Del Unser  16.8  87   64 0.258 0.677
## 359     0 1342      y X-Jeffrey Leonard   9.9 144  163 0.266 0.723
## 360 0.005 1342       y X-Andre Thornton  24.2 253   48 0.254 0.811
## 361 0.003 1342          y X-Tommy Helms   8.3  34   33 0.269 0.642
## 362     0 1336      y X-Bobby Higginson  23.1 187   91 0.272 0.813
## 363     0 1331       y X-Carlos Guillen  27.7 124   74 0.285 0.798
## 364     0 1331         y X-Alex Johnson   9.9  78  113 0.288 0.718
## 365 0.431 1325          y X-Roger Maris  38.2 275   21  0.26 0.822
## 366 0.004 1324       y X-Dave Henderson  27.6 197   50 0.258 0.756
## 367     0 1319       y X-Orlando Hudson  30.9  93   85 0.273 0.752
## 368 0.005 1318        y X-Smoky Burgess  33.3 126   13 0.295 0.807
## 369 0.117 1318          y X-Terry Moore  18.9  80   82  0.28 0.739
## 370 0.007 1318        y X-Earl Torgeson  32.9 149  133 0.265 0.802
## 371     0 1316          y X-Todd Walker  10.5 107   66 0.289 0.783
## 372 0.037 1316        y X-Mark Belanger  40.9  20  167 0.228  0.58
## 373     0 1315         y X-Joe Pepitone   9.7 219   41 0.258 0.733
## 374 0.002 1313        y X-Cecil Fielder  17.2 319    2 0.255 0.827
## 375 0.002 1313        y X-Terry Kennedy  21.6 113    6 0.264 0.699
## 376 0.002 1311           y X-Ray Knight  13.3  84   14 0.271 0.711
## 377 0.005 1307        y X-Jason Varitek  24.2 193   25 0.256 0.776
## 378     0 1302           y X-Doug Rader  24.4 155   37 0.251 0.725
## 379 0.002 1298        y X-Lenny Dykstra  42.5  81  285 0.285 0.793
## 380 0.207 1297        y X-Tommy Henrich  35.7 183   37 0.282 0.873
## 381 0.008 1291        y X-Gil McDougald  40.7 112   45 0.276 0.766
## 382     0 1286        y X-Richie Sexson    18 306   14 0.261 0.851
## 383 0.021 1276         y X-Del Crandall  28.6 179   26 0.254 0.716
## 384 0.002 1273           y X-Jay Buhner    23 310    6 0.254 0.852
## 385     0 1273         y X-Ken McMullen    34 156   20 0.248 0.699
## 386 0.002 1272         y X-Jacque Jones  11.6 165   82 0.277 0.775
## 387     0 1270          y X-Denis Menke  28.1 101   34  0.25 0.713
## 388     0 1254         y X-Jim Northrup  22.2 153   39 0.267 0.763
## 389 0.009 1253        y X-Hideki Matsui  21.2 175   13 0.282 0.822
## 390 0.007 1252        y X-Davey Johnson  27.6 136   33 0.261 0.744
## 391 0.005 1243       y X-Mickey Stanley  17.3 117   44 0.248 0.675
## 392 0.028 1236         y X-Sandy Alomar  13.7 112   25 0.273 0.716
## 393     0 1230        y X-Horace Clarke  15.6  27  151 0.256 0.621
## 394 0.007 1229         y X-Bill Mueller  23.9  85   20 0.291 0.797
## 395     0 1229       y X-Howard Johnson  22.2 228  231 0.249 0.786
## 396     0 1227          y X-Jim Spencer   2.8 146   11  0.25 0.694
## 397 0.002 1226           y X-Jerry Remy  14.6   7  208 0.275 0.656
## 398  0.01 1216           y X-Hal Morris  13.4  76   45 0.304 0.794
## 399 0.003 1216           y X-Jesus Alou   0.7  32   31  0.28 0.658
## 400 0.002 1207           y X-Walt Weiss  16.5  25   96 0.258 0.677
## 401     0 1196          y X-Cleon Jones  18.1  93   91 0.281 0.744
## 402     0 1195         y X-Oscar Gamble  22.9 200   47 0.265 0.811
## 403     0 1188           y X-Tony Clark  12.4 251    6 0.262 0.824
## 404     0 1187       y X-Robby Thompson  33.9 119  103 0.257 0.733
## 405     0 1186          y X-Casey Blake  24.9 167   36 0.264 0.778
## 406 0.004 1173       y X-Kevin Mitchell  29.1 234   30 0.284  0.88
## 407 0.002 1170            y X-John Kruk  25.1 100   58   0.3 0.842
## 408 0.794 1161         y Roy Campanella  34.1 242   25 0.276  0.86
## 409 0.006 1160       y X-Jim Eisenreich  13.2  52  105  0.29 0.746
## 410     0 1153         y X-Bake McBride  22.7  63  183 0.299 0.765
## 411  0.02 1149           y X-Manny Mota  17.6  31   50 0.304 0.744
## 412     0 1146          y X-Larry Hisle    25 166  128 0.273 0.799
## 413     0 1132     y X-Mickey Tettleton  29.4 245   23 0.241 0.818
## 414     0 1131           y X-Phil Nevin  15.9 208   18  0.27 0.814
## 415     0 1127        y X-Bill Robinson   7.7 166   71 0.258 0.738
## 416     0 1127           y X-Carlos May  10.5  90   85 0.274 0.749
## 417     0 1122        y X-Vic Davalillo  15.7  36  125 0.279  0.68
## 418     0 1121          y X-Bobby Tolan  10.1  86  193 0.265 0.696
## 419 0.002 1120        y X-Bud Harrelson  20.3   7  127 0.236 0.616
## 420 0.007 1114           y X-Bucky Dent  17.5  40   17 0.247 0.618
## 421 0.003 1113           y X-Walt Dropo   3.1 152    5  0.27 0.757
## 422     0 1112         y X-Paul Lo Duca  17.9  80   20 0.286 0.746
## 423     0 1106       y X-Johnny Edwards  14.8  81   15 0.242 0.664
## 424 0.002 1093         y X-Rick Dempsey  25.1  96   20 0.233 0.666
## 425     0 1092          y X-Jerry Grote  15.1  39   15 0.252 0.642
## 426 0.007 1087            y X-Jim Hegan   3.7  92   15 0.228 0.639
## 427 0.061 1085       y X-Charlie Keller  43.1 189   45 0.286 0.928
## 428     0 1073           y X-Greg Gross  12.5   7   39 0.287 0.723
## 429 0.003 1068         y X-Grady Hatton  17.6  91   42 0.254 0.728
## 430 0.002 1060          y X-Gene Tenace  46.8 201   36 0.241 0.817
## 431     0 1053            y X-Ken Berry  15.3  58   45 0.255 0.652
## 432     0 1051        y X-Gorman Thomas  19.8 268   50 0.225 0.772
## 433     0 1047           y X-Bob Horner  21.9 218   14 0.277 0.839
## 434     0 1041          y X-John Briggs    24 139   64 0.253 0.771
## 435 0.004 1017          y X-Aaron Boone  13.5 126  107 0.263 0.751
## 436     0 1012       y X-Freddy Sanchez  15.9  48   13 0.297 0.748
## 437     0 1004          y X-Bill Melton  18.7 160   23 0.253 0.756
## 438 0.003 1002          y X-Jim Hickman  13.1 159   17 0.252  0.76
## 439     0 1001        y X-Scott Brosius  15.7 141   57 0.257 0.744
## 440     0  999          y X-Tommie Agee  25.4 130  167 0.255 0.732
## 441     0  999           y X-Gene Alley  24.2  55   63 0.254 0.665
## 442     0  991           y X-Roy Howell  10.9  80    9 0.261  0.71
## 443     0  984           y X-Rich Dauer  14.4  43    6 0.257 0.653
## 444     0  977       y X-Cesar Geronimo  12.9  51   82 0.258 0.693
## 445     0  966       y X-Gary Disarcina  11.2  28   47 0.258 0.633
## 446     0  940      y X-Charles Johnson  22.6 167    6 0.245 0.762
## 447     0  922           y X-Jose Pagan   5.7  52   46  0.25 0.641
## 448 0.002  891       y X-Darren Daulton    23 137   50 0.245 0.784
## 449 0.002  881      y X-John Lowenstein    10 116  128 0.253 0.741
## 450 0.002  881      y X-Ellis Valentine  17.1 123   59 0.278 0.773
## 451 0.003  877         y X-Billy Martin   2.9  64   34 0.257 0.669
## 452     0  869          y X-Paul Schaal  14.6  57   43 0.244 0.686
## 453     0  864       y X-Rick Reichardt    14 116   40 0.261  0.74
## 454     0  855          y X-John Milner  12.5 131   31 0.249 0.757
## 455 0.002  843           y X-Hal Lanier  -0.9   8   11 0.228 0.529
## 456 0.002  833       y X-Mike Jorgensen   9.1  95   58 0.243  0.72
## 457 0.005  816         y X-Steve Yeager  17.9 102   14 0.228 0.653
## 458     0  815         y X-Bernie Allen   9.4  73   13 0.239 0.671
## 459     0  813        y X-Randy Hundley  11.6  82   12 0.236 0.642
## 460     0  803          y X-Larry Brown   6.8  47   22 0.233 0.612
## 461     0  775           y X-Bob Bailor   8.9   9   90 0.264 0.636
## 462 0.003  767        y X-Sonny Jackson   1.7   7  126 0.251 0.611
## 463 0.003  750       y X-Clint Courtney   7.2  38    3 0.268 0.705
## 464     0  748          y X-Dal Maxvill   7.7   6    7 0.217 0.552
## 465     0  719         y X-Joe Ferguson    21 122   22  0.24 0.767
## 466     0  699           y X-Tony Scott   4.4  17  125 0.249 0.625
## 467     0  696         y X-John Stearns  19.7  46   91  0.26 0.717
## 468     0  682             y X-Art Howe  13.8  43   10  0.26 0.708
## 469     0  656          y X-John Wathan     5  21  105 0.262 0.661
## 470     0  627        y X-Paul Casanova   1.3  50    2 0.225 0.571
## 471     0  582          y X-Gates Brown   9.9  84   30 0.257  0.75
## 472     0  580            y X-Duke Sims  12.8 100    6 0.239 0.741
## 473     0  512           y X-Rich Reese   2.2  52   16 0.253 0.695
## 474     0  475         y X-John Kennedy  -2.8  32   14 0.225 0.604
## 475     0  464           y X-Andy Kosco   0.6  73    5 0.236 0.667
## 476     0  458     y X-Chris Cannizzaro   6.3  18    3 0.235 0.628
## 477     0  411           y X-Jim Gosger   2.3  30   25 0.226  0.64
## 478     0  400          y X-Larry Stahl   2.3  36   22 0.232 0.643
## 479     0  379        y X-Terry Crowley   2.2  42    3  0.25  0.72
## 480     0  375         y X-Jose Morales   0.1  26    0 0.287 0.741
## 481     0  370            y X-Mike Ryan  -1.2  28    4 0.193 0.532
## 482     0  357            y X-Jerry May   5.3  15    1 0.234 0.625
## 483     0  350        y X-Champ Summers     3  54   15 0.255 0.776
## 484     0  336        y X-Phil Gagliano   2.2  14    5 0.238 0.629
## 485     0  336        y X-Jimmy Stewart  -1.2   8   38 0.237 0.611
## 486     0  325          y X-Norm Miller   1.2  24   16 0.238 0.678
## 487     0  320      y X-John Boccabella  -0.3  26    3 0.219 0.584
## 488     0  308         y X-Ivan Murrell   0.7  33   20 0.236 0.631
## 489     0  297         y X-Jeff Torborg   0.4   8    3 0.214 0.533
## 490     0  237           y X-Bob Barton   1.7   9    3 0.226 0.574
## 491     0  214      y X-John Stephenson  -2.2  12    0 0.216 0.567
## 492     0  153        y X-Jim Beauchamp  -1.5  14    6 0.231 0.622
## 493 0.073  144           y X-Don Larsen  18.2  14    0 0.242 0.662
model = 0
model$vote = as.numeric(HOF.matrix[,1])
## Warning in model$vote = as.numeric(HOF.matrix[, 1]): Coercing LHS to a list
model$H = as.numeric(HOF.matrix[,2])
model$name = HOF.matrix[,3]
model$WAR = as.numeric(HOF.matrix[,4])
model$HR = as.numeric(HOF.matrix[,5])
model$SB = as.numeric(HOF.matrix[,6])
model$BA = as.numeric(HOF.matrix[,7])
model$OPS = as.numeric(HOF.matrix[,8])







model
## [[1]]
## [1] 0
## 
## $vote
##   [1] 0.978 0.932 0.946 0.852 0.947 0.853 0.985 0.982 0.775 0.976 0.845
##  [12] 0.827 0.948 0.905 0.797 0.044 0.919 0.883 0.892 0.564 0.370 0.048
##  [23] 0.920 0.760 0.993 0.779 0.019 0.109 0.043 0.772 0.972 0.900 0.038
##  [34] 0.021 0.153 0.857 0.111 0.846 0.747 0.934 0.860 0.211 0.009 0.929
##  [45] 0.011 0.936 0.838 0.220 0.304 0.007 0.002 0.818 0.017 0.249 0.232
##  [56] 0.037 0.848 0.837 0.145 0.917 0.764 0.390 0.036 0.041 0.032 0.882
##  [67] 0.078 0.762 0.006 0.004 0.029 0.796 0.735 0.202 0.222 0.864 0.033
##  [78] 0.041 0.898 0.005 0.003 0.162 0.794 0.862 0.821 0.008 0.007 0.002
##  [89] 0.023 0.431 0.007 0.004 0.031 0.704 0.007 0.965 0.824 0.047 0.017
## [100] 0.814 0.011 0.020 0.005 0.000 0.025 0.038 0.043 0.044 0.446 0.341
## [111] 0.007 0.091 0.000 0.856 0.047 0.118 0.008 0.019 0.026 0.011 0.256
## [122] 0.830 0.012 0.865 0.186 0.000 0.004 0.022 0.290 0.008 0.004 0.004
## [133] 0.780 0.226 0.000 0.112 0.005 0.831 0.002 0.102 0.006 0.026 0.007
## [144] 0.000 0.000 0.000 0.964 0.217 0.000 0.038 0.007 0.000 0.002 0.000
## [155] 0.007 0.423 0.000 0.004 0.045 0.000 0.038 0.000 0.004 0.009 0.002
## [166] 0.000 0.000 0.009 0.000 0.004 0.147 0.047 0.000 0.002 0.025 0.004
## [177] 0.040 0.000 0.073 0.005 0.007 0.010 0.041 0.634 0.362 0.002 0.008
## [188] 0.000 0.005 0.006 0.000 0.000 0.002 0.000 0.042 0.013 0.010 0.000
## [199] 0.011 0.002 0.019 0.007 0.151 0.167 0.002 0.042 0.026 0.002 0.015
## [210] 0.007 0.016 0.000 0.000 0.003 0.002 0.147 0.007 0.004 0.017 0.000
## [221] 0.773 0.013 0.004 0.013 0.002 0.014 0.140 0.010 0.000 0.002 0.002
## [232] 0.010 0.018 0.002 0.003 0.035 0.010 0.002 0.004 0.008 0.011 0.004
## [243] 0.010 0.010 0.005 0.025 0.008 0.012 0.000 0.000 0.002 0.002 0.011
## [254] 0.004 0.003 0.009 0.005 0.000 0.000 0.038 0.000 0.005 0.000 0.000
## [265] 0.003 0.011 0.123 0.002 0.000 0.005 0.013 0.003 0.000 0.002 0.000
## [276] 0.000 0.000 0.000 0.002 0.003 0.004 0.004 0.005 0.000 0.384 0.000
## [287] 0.000 0.004 0.000 0.002 0.005 0.000 0.002 0.000 0.000 0.000 0.065
## [298] 0.025 0.390 0.000 0.053 0.007 0.000 0.000 0.263 0.002 0.000 0.034
## [309] 0.019 0.004 0.005 0.000 0.000 0.038 0.005 0.002 0.002 0.000 0.000
## [320] 0.000 0.002 0.124 0.000 0.003 0.003 0.000 0.002 0.754 0.334 0.000
## [331] 0.000 0.002 0.000 0.014 0.006 0.000 0.006 0.000 0.007 0.000 0.005
## [342] 0.002 0.012 0.000 0.004 0.006 0.007 0.000 0.000 0.000 0.000 0.000
## [353] 0.000 0.002 0.002 0.000 0.007 0.000 0.000 0.005 0.003 0.000 0.000
## [364] 0.000 0.431 0.004 0.000 0.005 0.117 0.007 0.000 0.037 0.000 0.002
## [375] 0.002 0.002 0.005 0.000 0.002 0.207 0.008 0.000 0.021 0.002 0.000
## [386] 0.002 0.000 0.000 0.009 0.007 0.005 0.028 0.000 0.007 0.000 0.000
## [397] 0.002 0.010 0.003 0.002 0.000 0.000 0.000 0.000 0.000 0.004 0.002
## [408] 0.794 0.006 0.000 0.020 0.000 0.000 0.000 0.000 0.000 0.000 0.000
## [419] 0.002 0.007 0.003 0.000 0.000 0.002 0.000 0.007 0.061 0.000 0.003
## [430] 0.002 0.000 0.000 0.000 0.000 0.004 0.000 0.000 0.003 0.000 0.000
## [441] 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.002 0.002 0.002 0.003
## [452] 0.000 0.000 0.000 0.002 0.002 0.005 0.000 0.000 0.000 0.000 0.003
## [463] 0.003 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
## [474] 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
## [485] 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.073
## 
## $H
##   [1] 3771 3630 3419 3319 3283 3255 3184 3154 3142 3141 3110 3060 3055 3053
##  [15] 3023 3020 3010 3007 2943 2935 2877 2866 2848 2844 2781 2774 2769 2757
##  [29] 2743 2732 2726 2724 2716 2715 2712 2711 2689 2677 2663 2654 2605 2599
##  [43] 2591 2590 2586 2584 2583 2574 2574 2548 2529 2517 2514 2495 2490 2472
##  [57] 2471 2468 2461 2460 2452 2449 2446 2445 2428 2415 2408 2386 2380 2375
##  [71] 2369 2356 2351 2345 2342 2340 2336 2333 2328 2327 2326 2326 2315 2314
##  [85] 2304 2280 2276 2273 2254 2254 2251 2251 2249 2247 2239 2234 2232 2225
##  [99] 2223 2211 2210 2207 2195 2192 2191 2184 2182 2176 2170 2160 2156 2153
## [113] 2152 2150 2143 2143 2138 2138 2135 2134 2134 2127 2121 2116 2111 2109
## [127] 2107 2105 2103 2101 2099 2096 2092 2092 2091 2089 2087 2086 2085 2077
## [141] 2074 2064 2063 2060 2055 2054 2048 2042 2040 2038 2031 2029 2023 2020
## [155] 2020 2016 2011 2010 2008 2007 2006 2004 2003 1993 1992 1992 1982 1981
## [169] 1980 1963 1963 1960 1959 1954 1949 1949 1936 1934 1933 1931 1926 1925
## [183] 1925 1921 1917 1913 1913 1913 1910 1906 1904 1897 1897 1889 1886 1885
## [197] 1884 1884 1877 1875 1868 1862 1861 1848 1839 1838 1833 1830 1826 1826
## [211] 1820 1803 1802 1796 1795 1792 1790 1789 1782 1779 1779 1777 1776 1776
## [225] 1775 1774 1766 1764 1759 1759 1757 1749 1747 1731 1730 1726 1726 1725
## [239] 1724 1716 1711 1710 1706 1706 1705 1705 1703 1702 1700 1699 1697 1694
## [253] 1692 1687 1677 1674 1671 1666 1665 1664 1661 1660 1660 1651 1651 1639
## [267] 1626 1623 1619 1619 1618 1617 1615 1614 1609 1608 1604 1598 1597 1596
## [281] 1594 1593 1591 1589 1588 1583 1579 1578 1576 1571 1571 1564 1564 1562
## [295] 1562 1561 1558 1553 1547 1546 1541 1540 1531 1530 1530 1527 1519 1515
## [309] 1513 1509 1505 1503 1502 1501 1500 1493 1488 1479 1477 1475 1473 1471
## [323] 1468 1463 1463 1454 1453 1451 1448 1447 1447 1443 1437 1432 1430 1429
## [337] 1425 1422 1420 1418 1414 1412 1401 1401 1400 1399 1396 1393 1379 1379
## [351] 1375 1369 1366 1366 1361 1353 1352 1344 1342 1342 1342 1336 1331 1331
## [365] 1325 1324 1319 1318 1318 1318 1316 1316 1315 1313 1313 1311 1307 1302
## [379] 1298 1297 1291 1286 1276 1273 1273 1272 1270 1254 1253 1252 1243 1236
## [393] 1230 1229 1229 1227 1226 1216 1216 1207 1196 1195 1188 1187 1186 1173
## [407] 1170 1161 1160 1153 1149 1146 1132 1131 1127 1127 1122 1121 1120 1114
## [421] 1113 1112 1106 1093 1092 1087 1085 1073 1068 1060 1053 1051 1047 1041
## [435] 1017 1012 1004 1002 1001  999  999  991  984  977  966  940  922  891
## [449]  881  881  877  869  864  855  843  833  816  815  813  803  775  767
## [463]  750  748  719  699  696  682  656  627  582  580  512  475  464  458
## [477]  411  400  379  375  370  357  350  336  336  325  320  308  297  237
## [491]  214  153  144
## 
## $name
##   [1] "y Hank Aaron"             "y Stan Musial"           
##   [3] "y Carl Yastrzemski"       "y Paul Molitor"          
##   [5] "y Willie Mays"            "y Eddie Murray"          
##   [7] "y Cal Ripken Jr."         "y George Brett"          
##   [9] "y Robin Yount"            "y Tony Gwynn"            
##  [11] "y Dave Winfield"          "y Craig Biggio"          
##  [13] "y Rickey Henderson"       "y Rod Carew"             
##  [15] "y Lou Brock"              "y X-Rafael Palmeiro"     
##  [17] "y Wade Boggs"             "y Al Kaline"             
##  [19] "y Frank Robinson"         "y Barry Bonds"           
##  [21] "y Omar Vizquel"           "y X-Harold Baines"       
##  [23] "y Brooks Robinson"        "y Ivan Rodriguez"        
##  [25] "y Ken Griffey Jr."        "y Andre Dawson"          
##  [27] "y X-Johnny Damon"         "y X-Vada Pinson"         
##  [29] "y X-Al Oliver"            "y Tony Perez"            
##  [31] "y Chipper Jones"          "y Roberto Alomar"        
##  [33] "y X-Rusty Staub"          "y X-Bill Buckner"        
##  [35] "y X-Dave Parker"          "y Billy Williams"        
##  [37] "y Gary Sheffield"         "y Luis Aparicio"         
##  [39] "y X-Nellie Fox HOF"       "y Ted Williams"          
##  [41] "y Tim Raines"             "y X-Steve Garvey"        
##  [43] "y X-Luis Gonzalez"        "y Vladimir Guerrero"     
##  [45] "y X-Julio Franco"         "y Reggie Jackson"        
##  [47] "y Ernie Banks"            "y Manny Ramirez"         
##  [49] "y X-Richie Ashburn HOF"   "y X-Steve Finley"        
##  [51] "y X-Garret Anderson"      "y Joe Morgan"            
##  [53] "y X-Buddy Bell"           "y X-Mickey Vernon"       
##  [55] "y Fred McGriff"           "y X-Ted Simmons"         
##  [57] "y Joe Medwick"            "y Frank Thomas"          
##  [59] "y Jeff Kent"              "y Ozzie Smith"           
##  [61] "y Jim Rice"               "y X-Red Schoendienst HOF"
##  [63] "y X-Dwight Evans"         "y X-Mark Grace"          
##  [65] "y X-Kenny Lofton"         "y Mickey Mantle"         
##  [67] "y Sammy Sosa"             "y Ryne Sandberg"         
##  [69] "y X-Chili Davis"          "y X-Brett Butler"        
##  [71] "y X-Lou Whitaker"         "y Carlton Fisk"          
##  [73] "y X-Orlando Cepeda HOF"   "y X-Billy Herman HOF"    
##  [75] "y X-Joe Torre HOF"        "y Barry Larkin"          
##  [77] "y X-Bernie Williams"      "y X-Andres Galarraga"    
##  [79] "y Jim Thome"              "y X-Edgar Renteria"      
##  [81] "y X-B.J. Surhoff"         "y X-Dave Concepcion"     
##  [83] "y Eddie Mathews"          "y Jeff Bagwell"          
##  [85] "y Kirby Puckett"          "y X-Gary Gaetti"         
##  [87] "y X-Tony Fernandez"       "y X-Carlos Lee"          
##  [89] "y X-Willie McGee"         "y X-Ron Santo HOF"       
##  [91] "y X-Marquis Grissom"      "y X-Jose Cruz"           
##  [93] "y X-Bert Campaneris"      "y Edgar Martinez"        
##  [95] "y X-John Olerud"          "y Mike Schmidt"          
##  [97] "y Willie Stargell"        "y X-Graig Nettles"       
##  [99] "y X-Darrell Evans"        "y Willie McCovey"        
## [101] "y X-Willie Randolph"      "y X-Willie Wilson"       
## [103] "y X-Jason Kendall"        "y X-Cecil Cooper"        
## [105] "y X-Larry Bowa"           "y X-Joe Carter"          
## [107] "y X-Keith Hernandez"      "y X-Will Clark"          
## [109] "y X-Pee Wee Reese HOF"    "y Larry Walker"          
## [111] "y X-Magglio Ordonez"      "y X-Don Mattingly"       
## [113] "y X-Ruben Sierra"         "y Yogi Berra"            
## [115] "y X-Ken Griffey"          "y X-Ken Boyer"           
## [117] "y X-Dick Groat"           "y X-Wally Moses"         
## [119] "y X-Don Baylor"           "y X-Moises Alou"         
## [121] "y X-Maury Wills"          "y Mike Piazza"           
## [123] "y X-Tommy Davis"          "y Duke Snider"           
## [125] "y X-Dale Murphy"          "y X-Chris Chambliss"     
## [127] "y X-Ellis Burks"          "y X-Paul O'Neill"        
## [129] "y X-Arky Vaughan HOF"     "y X-Felipe Alou"         
## [131] "y X-Brian Downing"        "y X-Garry Templeton"     
## [133] "y Gary Carter"            "y X-Harvey Kuenn"        
## [135] "y X-Hal McRae"            "y X-Al Dark"             
## [137] "y X-Cesar Cedeno"         "y Harmon Killebrew"      
## [139] "y X-Tim Wallach"          "y Scott Rolen"           
## [141] "y X-Carney Lansford"      "y X-Dixie Walker"        
## [143] "y X-Del Ennis"            "y X-Wally Joyner"        
## [145] "y X-Orlando Cabrera"      "y X-Ray Durham"          
## [147] "y Johnny Bench"           "y X-Bobby Doerr HOF"     
## [149] "y X-Mark Grudzielanek"    "y X-Carlos Delgado"      
## [151] "y X-Lee May"              "y X-Ken Singleton"       
## [153] "y X-Tony Phillips"        "y X-Amos Otis"           
## [155] "y X-Reggie Smith"         "y X-Bill Mazeroski HOF"  
## [157] "y X-Gary Matthews"        "y X-Bobby Bonilla"       
## [159] "y X-Bill Madlock"         "y X-Tony Taylor"         
## [161] "y X-Frank White"          "y X-Todd Zeile"          
## [163] "y X-Shawn Green"          "y X-Willie Horton"       
## [165] "y X-George Scott"         "y George Scott"          
## [167] "y X-Jeff Conine"          "y X-Dusty Baker"         
## [169] "y X-George Hendrick"      "y X-Jay Bell"            
## [171] "y X-Minnie Minoso"        "y X-Fred Lynn"           
## [173] "y X-Derrek Lee"           "y X-Toby Harrah"         
## [175] "y X-Jim Edmonds"          "y X-Steve Sax"           
## [177] "y X-Juan Gonzalez"        "y X-Devon White"         
## [179] "y Andruw Jones"           "y X-Don Kessinger"       
## [181] "y X-Bill Russell"         "y X-Tino Martinez"       
## [183] "y X-George Foster"        "y X-Gil Hodges"          
## [185] "y X-Tony Oliva"           "y X-Jose Cardenal"       
## [187] "y X-Ron Fairly"           "y Ron Fairly"            
## [189] "y X-Carl Furillo"         "y X-Dante Bichette"      
## [191] "y X-Royce Clayton"        "y X-Brian Giles"         
## [193] "y X-Terry Pendleton"      "y X-Luis Castillo"       
## [195] "y X-Bobby Bonds"          "y X-Robin Ventura"       
## [197] "y X-Vinny Castilla"       "y X-Claudell Washington" 
## [199] "y X-Jose Canseco"         "y X-Chet Lemon"          
## [201] "y X-Ron Cey"              "y X-Bobby Murcer"        
## [203] "y X-Curt Flood"           "y X-Dick Allen"          
## [205] "y X-Chuck Knoblauch"      "y X-Bob Boone"           
## [207] "y X-Bobby Grich"          "y X-Benito Santiago"     
## [209] "y X-Jack Clark"           "y X-Bob Watson"          
## [211] "y X-Norm Cash"            "y X-Roy White"           
## [213] "y X-Garry Maddox"         "y X-Andy Pafko"          
## [215] "y X-Greg Luzinski"        "y X-Ernie Lombardi HOF"  
## [217] "y X-Sal Bando"            "y X-Larry Parrish"       
## [219] "y X-Lance Parrish"        "y X-Jermaine Dye"        
## [221] "y Lou Boudreau"           "y X-Matty Alou"          
## [223] "y X-Travis Fryman"        "y X-Boog Powell"         
## [225] "y X-Bret Boone"           "y X-Frank Howard"        
## [227] "y X-Ted Kluszewski"       "y X-Ozzie Guillen"       
## [229] "y X-Randy Winn"           "y X-Chris Speier"        
## [231] "y X-Johnny Callison"      "y X-Kent Hrbek"          
## [233] "y X-Nomar Garciaparra"    "y X-Eric Young"          
## [235] "y X-Rocky Colavito"       "y X-Albert Belle"        
## [237] "y X-Jim Fregosi"          "y X-Leo Cardenas"        
## [239] "y X-Eric Karros"          "y X-Vic Power"           
## [241] "y X-Frank McCormick"      "y X-Ken Caminiti"        
## [243] "y X-Bill White"           "y X-Augie Galan"         
## [245] "y X-Lou Piniella"         "y X-Bobby Thomson"       
## [247] "y X-Roy Sievers"          "y X-George Bell"         
## [249] "y X-Mike Cameron"         "y X-Aubrey Huff"         
## [251] "y X-Darin Erstad"         "y X-Richie Hebner"       
## [253] "y X-Vic Wertz"            "y X-Tony Pena"           
## [255] "y X-Rico Carty"           "y X-Tim Salmon"          
## [257] "y X-Davey Lopes"          "y X-Reggie Sanders"      
## [259] "y X-Jim Wynn"             "y X-Jorge Posada"        
## [261] "y X-Brady Anderson"       "y X-Mickey Rivers"       
## [263] "y X-Cookie Rojas"         "y X-Ron Gant"            
## [265] "y X-Bill Bruton"          "y X-Roy McMillan"        
## [267] "y X-Mark McGwire"         "y X-Don Money"           
## [269] "y X-Mike Lowell"          "y X-Rick Monday"         
## [271] "y X-Pedro Guerrero"       "y X-Felix Millan"        
## [273] "y X-Ben Oglivie"          "y X-Mike Hargrove"       
## [275] "y X-Tommy Harper"         "y X-Hubie Brooks"        
## [277] "y X-Willie Montanez"      "y X-Jeff Cirillo"        
## [279] "y X-Shawon Dunston"       "y X-Bill Virdon"         
## [281] "y X-Phil Garner"          "y X-Gregg Jefferies"     
## [283] "y X-Bill Freehan"         "y X-Raul Mondesi"        
## [285] "y X-Phil Rizzuto HOF"     "y X-Carlos Baerga"       
## [287] "y X-Brad Ausmus"          "y X-Juan Samuel"         
## [289] "y X-Rich Aurilia"         "y X-David Justice"       
## [291] "y X-Dave Cash"            "y X-Ryan Klesko"         
## [293] "y X-Bob Bailey"           "y X-Andy Van Slyke"      
## [295] "y X-Manny Trillo"         "y X-Ray Lankford"        
## [297] "y X-Thurman Munson"       "y X-Kirk Gibson"         
## [299] "y X-Al Lopez HOF"         "y X-Cesar Tovar"         
## [301] "y X-Frankie Crosetti"     "y X-Mike Sweeney"        
## [303] "y X-Sean Casey"           "y X-Dick McAuliffe"      
## [305] "y X-Joe Gordon HOF"       "y X-Javy Lopez"          
## [307] "y X-Rondell White"        "y X-Larry Doby HOF"      
## [309] "y X-Paul Blair"           "y X-J.T. Snow"           
## [311] "y X-Doug DeCinces"        "y X-Melvin Mora"         
## [313] "y X-Johnny Ray"           "y X-Tim McCarver"        
## [315] "y X-Manny Sanguillen"     "y X-Jim Sundberg"        
## [317] "y X-Lonnie Smith"         "y X-Cliff Floyd"         
## [319] "y X-Richie Zisk"          "y X-Greg Vaughn"         
## [321] "y X-Glenn Beckert"        "y X-Elston Howard"       
## [323] "y X-Joe Rudi"             "y X-Jackie Jensen"       
## [325] "y Jackie Jensen"          "y X-Brian Jordan"        
## [327] "y X-Terry Steinbach"      "y Ralph Kiner"           
## [329] "y X-Marty Marion"         "y X-Jeromy Burnitz"      
## [331] "y X-Deron Johnson"        "y X-Jeff Burroughs"      
## [333] "y X-J.D. Drew"            "y X-Bobby Richardson"    
## [335] "y X-Eric Davis"           "y X-Ron Hunt"            
## [337] "y X-Vince Coleman"        "y X-Al Bumbry"           
## [339] "y X-Elmer Valo"           "y X-Ed Kranepool"        
## [341] "y X-David Eckstein"       "y X-David Segui"         
## [343] "y X-Darryl Strawberry"    "y X-Rick Burleson"       
## [345] "y X-Mike Greenwell"       "y X-Wally Moon"          
## [347] "y X-Clete Boyer"          "y X-Pat Burrell"         
## [349] "y X-Otis Nixon"           "y X-John Mayberry"       
## [351] "y X-Troy Glaus"           "y X-Darrell Porter"      
## [353] "y X-Matt Stairs"          "y X-Danny Tartabull"     
## [355] "y X-Terry Puhl"           "y X-Tony Womack"         
## [357] "y X-Rico Petrocelli"      "y X-Del Unser"           
## [359] "y X-Jeffrey Leonard"      "y X-Andre Thornton"      
## [361] "y X-Tommy Helms"          "y X-Bobby Higginson"     
## [363] "y X-Carlos Guillen"       "y X-Alex Johnson"        
## [365] "y X-Roger Maris"          "y X-Dave Henderson"      
## [367] "y X-Orlando Hudson"       "y X-Smoky Burgess"       
## [369] "y X-Terry Moore"          "y X-Earl Torgeson"       
## [371] "y X-Todd Walker"          "y X-Mark Belanger"       
## [373] "y X-Joe Pepitone"         "y X-Cecil Fielder"       
## [375] "y X-Terry Kennedy"        "y X-Ray Knight"          
## [377] "y X-Jason Varitek"        "y X-Doug Rader"          
## [379] "y X-Lenny Dykstra"        "y X-Tommy Henrich"       
## [381] "y X-Gil McDougald"        "y X-Richie Sexson"       
## [383] "y X-Del Crandall"         "y X-Jay Buhner"          
## [385] "y X-Ken McMullen"         "y X-Jacque Jones"        
## [387] "y X-Denis Menke"          "y X-Jim Northrup"        
## [389] "y X-Hideki Matsui"        "y X-Davey Johnson"       
## [391] "y X-Mickey Stanley"       "y X-Sandy Alomar"        
## [393] "y X-Horace Clarke"        "y X-Bill Mueller"        
## [395] "y X-Howard Johnson"       "y X-Jim Spencer"         
## [397] "y X-Jerry Remy"           "y X-Hal Morris"          
## [399] "y X-Jesus Alou"           "y X-Walt Weiss"          
## [401] "y X-Cleon Jones"          "y X-Oscar Gamble"        
## [403] "y X-Tony Clark"           "y X-Robby Thompson"      
## [405] "y X-Casey Blake"          "y X-Kevin Mitchell"      
## [407] "y X-John Kruk"            "y Roy Campanella"        
## [409] "y X-Jim Eisenreich"       "y X-Bake McBride"        
## [411] "y X-Manny Mota"           "y X-Larry Hisle"         
## [413] "y X-Mickey Tettleton"     "y X-Phil Nevin"          
## [415] "y X-Bill Robinson"        "y X-Carlos May"          
## [417] "y X-Vic Davalillo"        "y X-Bobby Tolan"         
## [419] "y X-Bud Harrelson"        "y X-Bucky Dent"          
## [421] "y X-Walt Dropo"           "y X-Paul Lo Duca"        
## [423] "y X-Johnny Edwards"       "y X-Rick Dempsey"        
## [425] "y X-Jerry Grote"          "y X-Jim Hegan"           
## [427] "y X-Charlie Keller"       "y X-Greg Gross"          
## [429] "y X-Grady Hatton"         "y X-Gene Tenace"         
## [431] "y X-Ken Berry"            "y X-Gorman Thomas"       
## [433] "y X-Bob Horner"           "y X-John Briggs"         
## [435] "y X-Aaron Boone"          "y X-Freddy Sanchez"      
## [437] "y X-Bill Melton"          "y X-Jim Hickman"         
## [439] "y X-Scott Brosius"        "y X-Tommie Agee"         
## [441] "y X-Gene Alley"           "y X-Roy Howell"          
## [443] "y X-Rich Dauer"           "y X-Cesar Geronimo"      
## [445] "y X-Gary Disarcina"       "y X-Charles Johnson"     
## [447] "y X-Jose Pagan"           "y X-Darren Daulton"      
## [449] "y X-John Lowenstein"      "y X-Ellis Valentine"     
## [451] "y X-Billy Martin"         "y X-Paul Schaal"         
## [453] "y X-Rick Reichardt"       "y X-John Milner"         
## [455] "y X-Hal Lanier"           "y X-Mike Jorgensen"      
## [457] "y X-Steve Yeager"         "y X-Bernie Allen"        
## [459] "y X-Randy Hundley"        "y X-Larry Brown"         
## [461] "y X-Bob Bailor"           "y X-Sonny Jackson"       
## [463] "y X-Clint Courtney"       "y X-Dal Maxvill"         
## [465] "y X-Joe Ferguson"         "y X-Tony Scott"          
## [467] "y X-John Stearns"         "y X-Art Howe"            
## [469] "y X-John Wathan"          "y X-Paul Casanova"       
## [471] "y X-Gates Brown"          "y X-Duke Sims"           
## [473] "y X-Rich Reese"           "y X-John Kennedy"        
## [475] "y X-Andy Kosco"           "y X-Chris Cannizzaro"    
## [477] "y X-Jim Gosger"           "y X-Larry Stahl"         
## [479] "y X-Terry Crowley"        "y X-Jose Morales"        
## [481] "y X-Mike Ryan"            "y X-Jerry May"           
## [483] "y X-Champ Summers"        "y X-Phil Gagliano"       
## [485] "y X-Jimmy Stewart"        "y X-Norm Miller"         
## [487] "y X-John Boccabella"      "y X-Ivan Murrell"        
## [489] "y X-Jeff Torborg"         "y X-Bob Barton"          
## [491] "y X-John Stephenson"      "y X-Jim Beauchamp"       
## [493] "y X-Don Larsen"          
## 
## $WAR
##   [1] 143.0 128.2  96.4  75.7 156.4  68.7  95.9  88.7  77.3  69.2  64.2
##  [12]  65.5 111.2  81.3  45.3  71.9  91.4  92.8 107.3 162.8  45.6  38.7
##  [23]  78.4  68.7  83.8  64.8  56.4  54.3  43.7  54.0  85.2  67.1  45.8
##  [34]  15.1  40.1  63.7  60.5  55.8  49.0 123.1  69.4  38.1  51.8  59.4
##  [45]  43.5  74.0  67.5  69.4  63.9  44.3  25.7 100.6  66.3  34.5  52.6
##  [56]  50.3  55.6  73.9  55.4  76.9  47.7  42.3  67.1  46.4  68.3 110.3
##  [67]  58.6  68.0  38.2  49.7  75.1  68.5  50.2  54.8  57.6  70.4  49.6
##  [78]  31.7  72.9  32.3  34.4  40.1  96.6  79.9  51.1  42.1  45.3  28.3
##  [89]  34.2  70.5  29.6  54.4  53.1  68.4  58.2 106.8  57.5  68.0  58.8
## [100]  64.5  65.9  46.1  41.7  36.0  22.8  19.6  60.4  56.5  66.3  72.7
## [111]  38.7  42.4  16.8  59.4  34.5  62.8  36.7  33.0  28.5  39.9  39.7
## [122]  59.6  20.4  66.3  46.5  27.5  49.8  38.9  72.9  42.2  51.5  27.9
## [133]  70.1  26.0  27.9  43.2  52.8  60.4  38.5  70.2  40.4  42.7  31.1
## [144]  35.8  21.4  33.8  75.2  51.2  26.5  44.4  27.2  41.8  50.9  42.8
## [155]  64.6  36.5  30.4  30.3  38.2  23.4  34.8  19.5  34.7  26.4  36.5
## [166]  36.5  19.5  37.0  29.1  37.2  50.5  50.2  34.6  51.4  60.4  25.7
## [177]  38.7  47.3  62.8   9.0  31.3  29.0  44.2  44.9  43.1  20.7  35.1
## [188]  35.1  35.1   5.7  19.6  51.1  28.5  29.1  57.9  56.1  19.4  19.6
## [199]  42.5  55.6  53.8  32.1  41.9  58.7  44.8  27.4  71.1  27.3  53.1
## [210]  28.4  52.0  46.8  36.8  36.8  26.3  45.9  61.5  15.7  39.5  20.3
## [221]  63.0  23.0  34.4  39.0  22.8  37.6  32.4  20.9  27.6  30.6  38.5
## [232]  38.6  44.2  18.8  44.5  40.1  48.7  27.3  10.4  15.5  34.9  33.5
## [243]  38.6  41.1  12.5  33.3  25.6  20.0  46.7  20.4  32.4  33.0  27.4
## [254]  24.7  32.6  40.6  42.4  39.8  55.9  42.8  35.0  32.7   9.3  34.1
## [265]  26.1  25.6  62.2  36.5  24.9  33.1  34.5  17.6  26.4  30.4  25.8
## [276]  13.0   1.7  34.5  11.5  19.7  29.7  19.6  44.8  29.5  40.8  19.6
## [287]  16.5  17.0  18.2  40.6  25.6  27.0  28.7  41.3  11.3  38.2  46.1
## [298]  38.4  16.6  28.2  23.9  24.8  16.5  37.5  57.2  29.7  28.3  49.6
## [309]  37.8  11.0  41.7  28.3  24.2  28.3  27.5  40.5  38.5  26.0  25.1
## [320]  30.8  15.6  27.0  25.4  27.9  27.9  32.9  28.0  49.4  31.6  19.8
## [331]   6.3  17.8  44.9   8.2  36.1  32.8  12.5  24.5  28.1   4.4  20.9
## [342]  10.4  42.2  22.8  25.8  24.9  27.6  18.9  16.6  24.9  38.0  40.9
## [353]  14.2  23.3  28.4   2.4  39.2  16.8   9.9  24.2   8.3  23.1  27.7
## [364]   9.9  38.2  27.6  30.9  33.3  18.9  32.9  10.5  40.9   9.7  17.2
## [375]  21.6  13.3  24.2  24.4  42.5  35.7  40.7  18.0  28.6  23.0  34.0
## [386]  11.6  28.1  22.2  21.2  27.6  17.3  13.7  15.6  23.9  22.2   2.8
## [397]  14.6  13.4   0.7  16.5  18.1  22.9  12.4  33.9  24.9  29.1  25.1
## [408]  34.1  13.2  22.7  17.6  25.0  29.4  15.9   7.7  10.5  15.7  10.1
## [419]  20.3  17.5   3.1  17.9  14.8  25.1  15.1   3.7  43.1  12.5  17.6
## [430]  46.8  15.3  19.8  21.9  24.0  13.5  15.9  18.7  13.1  15.7  25.4
## [441]  24.2  10.9  14.4  12.9  11.2  22.6   5.7  23.0  10.0  17.1   2.9
## [452]  14.6  14.0  12.5  -0.9   9.1  17.9   9.4  11.6   6.8   8.9   1.7
## [463]   7.2   7.7  21.0   4.4  19.7  13.8   5.0   1.3   9.9  12.8   2.2
## [474]  -2.8   0.6   6.3   2.3   2.3   2.2   0.1  -1.2   5.3   3.0   2.2
## [485]  -1.2   1.2  -0.3   0.7   0.4   1.7  -2.2  -1.5  18.2
## 
## $HR
##   [1] 755 475 452 234 660 504 431 317 251 135 465 291 297  92 149 569 118
##  [18] 399 586 762  80 384 268 311 630 438 235 256 219 379 468 210 292 174
##  [35] 339 426 509  83  35 521 170 272 354 449 173 563 512 555  29 304 287
##  [52] 268 201 172 493 248 205 521 377  28 382  84 385 173 130 536 609 282
##  [69] 350  54 244 376 379  47 252 198 287 399 612 140 188 101 512 449 207
##  [86] 360  94 358  79 342 227 165  79 309 255 548 475 390 414 521  54  41
## [103]  75 241  15 396 162 284 126 383 294 222 306 358 152 282  39  89 338
## [120] 332  20 427 153 407 398 185 352 281  96 206 275  70 324  87 191 126
## [137] 199 573 260 316 151 105 288 204 123 192 389 223  90 473 354 246 160
## [154] 193 314 138 234 287 163  75 160 253 328 325 271 271 214 242 267 195
## [171] 186 306 331 195 393  54 434 208 434  14  46 339 348 370 220 138 215
## [188] 215 192 274 110 287 140  28 332 294 320 164 462 215 316 252  85 351
## [205]  98 105 224 217 340 184 377 160 117 213 307 190 242 256 324 325  68
## [222]  31 223 339 252 382 279  28 110 112 226 293 229  79 374 381 151 118
## [239] 284 126 128 239 202 100 102 264 318 265 278 242 124 203 266 107 204
## [256] 299 155 305 291 275 210  61  54 321  94  68 583 176 223 241 215  22
## [273] 235  80 146 149 139 112 150  91 109 126 200 271  38 134  80 161 186
## [290] 305  21 278 189 164  61 238 113 255  51  46  98 215 130 197 253 260
## [307] 198 253 134 189 237 171  53  97  65  95  98 233 207 355  22 167 179
## [324] 199 199 184 162 369  36 315 245 240 242  34 282  39  28  54  58 118
## [341]  35 139 335  50 130 142 162 292  11 255 320 188 265 262  62  36 210
## [358]  87 144 253  34 187 124  78 275 197  93 126  80 149 107  20 219 319
## [375] 113  84 193 155  81 183 112 306 179 310 156 165 101 153 175 136 117
## [392] 112  27  85 228 146   7  76  32  25  93 200 251 119 167 234 100 242
## [409]  52  63  31 166 245 208 166  90  36  86   7  40 152  80  81  96  39
## [426]  92 189   7  91 201  58 268 218 139 126  48 160 159 141 130  55  80
## [443]  43  51  28 167  52 137 116 123  64  57 116 131   8  95 102  73  82
## [460]  47   9   7  38   6 122  17  46  43  21  50  84 100  52  32  73  18
## [477]  30  36  42  26  28  15  54  14   8  24  26  33   8   9  12  14  14
## 
## $SB
##   [1]  240   78  168  504  338  110   36  201  271  319  223  414 1406  353
##  [15]  938   97   24  137  204  514  404   34   28  127  184  314  408  305
##  [29]   84   49  150  474   47  183  154   90  253  506   76   24  808   83
##  [43]  128  181  281  228   50   38  234  320   80  689   55  137   72   21
##  [57]   42   32   94  580   58   89   78   70  622  153  234  344  142  558
##  [71]  143  128  142   67   23  379  147  128   19  294  141  321   68  202
##  [85]  134   96  246  125  352   35  429  317  649   49   11  174   17   32
##  [99]   98   26  271  668  189   89  318  231   98   67  232  230   94   14
## [113]  142   30  200  105   14  174  285  106  586   17  136   99  161   40
## [127]  181  141  118  107   50  242   39   68  109   59  550   19   51  118
## [141]  224   59   45   60  216  273   68   54  133   14   39   21  177  341
## [155]  137   27  183   45  174  234  178   53  162   20   69   69   54  137
## [169]   59   91  205   72  104  238   67  444   26  346  152  100  167   27
## [183]   51   63   86  329   35   35   48  152  231  109  127  370  461   24
## [197]   33  312  200   58   24  127   88  133  407   38  104   91   77   27
## [211]   43  233  248   38   37    8   75   30   28   46   51  156   72   20
## [225]   94    8   20  169  215   42   74   37   95  465   19   88   76   39
## [239]   59   45   27   88  103  123   32   38   14   67  297   37  179   38
## [253]    9   80   21   48  557  304  225   20  315  267   74  243  207   41
## [267]   12   80   30   98   97   67   87   24  408   64   32   63  212   47
## [281]  225  196   24  229  149   59  102  396   23   53  120   91   85  245
## [295]   56  258   48  284   46  226  113   53   18   63   89    8   94   47
## [309]  171   20   58   93   80   61   35   20  370  148    8  121   49    9
## [323]   25  143  143  119   23   22   35   74   11   16   87   73  349   65
## [337]  752  254  110   15  123   17  221   72   80   89   41    7  620   20
## [351]   56   39   30   37  217  363   10   64  163   48   33   91   74  113
## [365]   21   50   85   13   82  133   66  167   41    2    6   14   25   37
## [379]  285   37   45   14   26    6   20   82   34   39   13   33   44   25
## [393]  151   20  231   11  208   45   31   96   91   47    6  103   36   30
## [407]   58   25  105  183   50  128   23   18   71   85  125  193  127   17
## [421]    5   20   15   20   15   15   45   39   42   36   45   50   14   64
## [435]  107   13   23   17   57  167   63    9    6   82   47    6   46   50
## [449]  128   59   34   43   40   31   11   58   14   13   12   22   90  126
## [463]    3    7   22  125   91   10  105    2   30    6   16   14    5    3
## [477]   25   22    3    0    4    1   15    5   38   16    3   20    3    3
## [491]    0    6    0
## 
## $BA
##   [1] 0.305 0.331 0.285 0.306 0.302 0.287 0.276 0.305 0.285 0.338 0.283
##  [12] 0.281 0.279 0.328 0.293 0.288 0.328 0.297 0.294 0.298 0.272 0.289
##  [23] 0.267 0.296 0.284 0.279 0.284 0.286 0.303 0.279 0.303 0.300 0.279
##  [34] 0.289 0.290 0.290 0.292 0.262 0.288 0.344 0.294 0.294 0.283 0.318
##  [45] 0.298 0.262 0.274 0.312 0.308 0.271 0.293 0.271 0.279 0.286 0.284
##  [56] 0.285 0.324 0.301 0.290 0.262 0.298 0.289 0.272 0.303 0.299 0.298
##  [67] 0.273 0.285 0.274 0.290 0.276 0.269 0.297 0.304 0.297 0.295 0.297
##  [78] 0.288 0.276 0.286 0.282 0.267 0.271 0.297 0.318 0.255 0.288 0.285
##  [89] 0.295 0.277 0.272 0.284 0.259 0.312 0.295 0.267 0.282 0.248 0.248
## [100] 0.270 0.276 0.285 0.288 0.298 0.260 0.259 0.296 0.303 0.269 0.313
## [111] 0.309 0.307 0.268 0.285 0.296 0.287 0.286 0.291 0.260 0.303 0.281
## [122] 0.308 0.294 0.295 0.265 0.279 0.291 0.288 0.318 0.286 0.267 0.271
## [133] 0.262 0.303 0.290 0.289 0.285 0.256 0.257 0.281 0.290 0.306 0.284
## [144] 0.289 0.272 0.277 0.267 0.288 0.289 0.280 0.267 0.282 0.266 0.277
## [155] 0.287 0.260 0.281 0.279 0.305 0.261 0.255 0.265 0.283 0.273 0.268
## [166] 0.268 0.285 0.278 0.278 0.265 0.298 0.283 0.281 0.264 0.284 0.281
## [177] 0.295 0.263 0.254 0.252 0.263 0.271 0.274 0.273 0.304 0.275 0.266
## [188] 0.266 0.299 0.299 0.258 0.291 0.270 0.290 0.268 0.267 0.276 0.278
## [199] 0.266 0.273 0.261 0.277 0.293 0.292 0.289 0.254 0.266 0.263 0.267
## [210] 0.295 0.271 0.271 0.285 0.285 0.276 0.306 0.254 0.263 0.252 0.274
## [221] 0.295 0.307 0.274 0.266 0.266 0.273 0.298 0.264 0.284 0.246 0.264
## [232] 0.282 0.313 0.283 0.266 0.295 0.265 0.257 0.268 0.284 0.299 0.272
## [243] 0.286 0.287 0.291 0.270 0.267 0.278 0.249 0.278 0.282 0.276 0.277
## [254] 0.260 0.299 0.282 0.263 0.267 0.250 0.273 0.256 0.295 0.263 0.256
## [265] 0.273 0.243 0.263 0.261 0.279 0.264 0.300 0.279 0.273 0.290 0.257
## [276] 0.269 0.275 0.296 0.269 0.267 0.260 0.289 0.262 0.273 0.273 0.291
## [287] 0.251 0.259 0.275 0.279 0.283 0.279 0.257 0.274 0.263 0.272 0.292
## [298] 0.268 0.261 0.278 0.245 0.297 0.302 0.247 0.268 0.287 0.284 0.283
## [309] 0.250 0.268 0.259 0.277 0.290 0.271 0.296 0.248 0.288 0.278 0.287
## [320] 0.242 0.283 0.274 0.264 0.279 0.279 0.282 0.271 0.279 0.263 0.253
## [331] 0.244 0.261 0.278 0.266 0.269 0.273 0.264 0.281 0.282 0.261 0.280
## [342] 0.291 0.259 0.273 0.303 0.289 0.242 0.253 0.270 0.253 0.254 0.247
## [353] 0.262 0.273 0.280 0.273 0.251 0.258 0.266 0.254 0.269 0.272 0.285
## [364] 0.288 0.260 0.258 0.273 0.295 0.280 0.265 0.289 0.228 0.258 0.255
## [375] 0.264 0.271 0.256 0.251 0.285 0.282 0.276 0.261 0.254 0.254 0.248
## [386] 0.277 0.250 0.267 0.282 0.261 0.248 0.273 0.256 0.291 0.249 0.250
## [397] 0.275 0.304 0.280 0.258 0.281 0.265 0.262 0.257 0.264 0.284 0.300
## [408] 0.276 0.290 0.299 0.304 0.273 0.241 0.270 0.258 0.274 0.279 0.265
## [419] 0.236 0.247 0.270 0.286 0.242 0.233 0.252 0.228 0.286 0.287 0.254
## [430] 0.241 0.255 0.225 0.277 0.253 0.263 0.297 0.253 0.252 0.257 0.255
## [441] 0.254 0.261 0.257 0.258 0.258 0.245 0.250 0.245 0.253 0.278 0.257
## [452] 0.244 0.261 0.249 0.228 0.243 0.228 0.239 0.236 0.233 0.264 0.251
## [463] 0.268 0.217 0.240 0.249 0.260 0.260 0.262 0.225 0.257 0.239 0.253
## [474] 0.225 0.236 0.235 0.226 0.232 0.250 0.287 0.193 0.234 0.255 0.238
## [485] 0.237 0.238 0.219 0.236 0.214 0.226 0.216 0.231 0.242
## 
## $OPS
##   [1] 0.928 0.976 0.841 0.817 0.941 0.836 0.788 0.857 0.772 0.847 0.827
##  [12] 0.796 0.820 0.822 0.753 0.885 0.858 0.855 0.926 1.051 0.688 0.820
##  [23] 0.723 0.798 0.907 0.806 0.785 0.769 0.795 0.804 0.930 0.814 0.793
##  [34] 0.729 0.810 0.853 0.907 0.653 0.710 1.116 0.810 0.775 0.845 0.931
##  [45] 0.782 0.846 0.830 0.996 0.778 0.775 0.785 0.819 0.747 0.787 0.886
##  [56] 0.785 0.867 0.974 0.855 0.666 0.854 0.724 0.840 0.825 0.794 0.977
##  [67] 0.878 0.795 0.811 0.753 0.789 0.797 0.849 0.774 0.817 0.815 0.858
##  [78] 0.846 0.956 0.741 0.745 0.679 0.885 0.948 0.837 0.741 0.746 0.821
##  [89] 0.729 0.826 0.732 0.774 0.653 0.933 0.863 0.908 0.889 0.750 0.792
## [100] 0.889 0.724 0.702 0.744 0.803 0.620 0.771 0.821 0.880 0.743 0.965
## [111] 0.871 0.830 0.765 0.830 0.790 0.810 0.696 0.779 0.777 0.885 0.661
## [122] 0.922 0.733 0.919 0.815 0.749 0.874 0.833 0.859 0.761 0.796 0.673
## [133] 0.773 0.765 0.805 0.744 0.790 0.884 0.732 0.855 0.753 0.820 0.812
## [144] 0.802 0.707 0.788 0.817 0.823 0.725 0.929 0.772 0.824 0.763 0.768
## [155] 0.855 0.667 0.802 0.829 0.807 0.673 0.675 0.769 0.850 0.789 0.767
## [166] 0.767 0.789 0.779 0.775 0.759 0.848 0.845 0.859 0.760 0.903 0.692
## [177] 0.904 0.739 0.823 0.626 0.648 0.815 0.818 0.846 0.830 0.728 0.768
## [188] 0.768 0.813 0.835 0.679 0.902 0.707 0.719 0.824 0.806 0.797 0.745
## [199] 0.867 0.797 0.799 0.802 0.732 0.912 0.783 0.661 0.794 0.722 0.854
## [210] 0.811 0.862 0.764 0.733 0.799 0.840 0.818 0.760 0.757 0.753 0.826
## [221] 0.795 0.726 0.779 0.822 0.767 0.851 0.850 0.626 0.759 0.676 0.773
## [232] 0.848 0.882 0.749 0.848 0.933 0.736 0.679 0.779 0.725 0.781 0.794
## [243] 0.806 0.810 0.741 0.794 0.829 0.785 0.782 0.806 0.743 0.790 0.833
## [254] 0.673 0.833 0.884 0.737 0.830 0.802 0.848 0.787 0.724 0.643 0.803
## [265] 0.720 0.635 0.982 0.734 0.805 0.804 0.850 0.665 0.786 0.787 0.717
## [276] 0.717 0.729 0.796 0.712 0.696 0.711 0.765 0.752 0.815 0.706 0.754
## [287] 0.669 0.735 0.762 0.878 0.692 0.870 0.750 0.792 0.660 0.840 0.756
## [298] 0.815 0.663 0.703 0.695 0.851 0.814 0.746 0.822 0.828 0.799 0.876
## [309] 0.684 0.784 0.774 0.781 0.724 0.725 0.724 0.674 0.791 0.840 0.818
## [320] 0.807 0.663 0.749 0.738 0.829 0.829 0.788 0.746 0.946 0.668 0.826
## [331] 0.731 0.795 0.873 0.634 0.841 0.715 0.668 0.721 0.790 0.693 0.701
## [342] 0.802 0.862 0.689 0.831 0.817 0.670 0.834 0.658 0.799 0.847 0.763
## [353] 0.832 0.864 0.737 0.673 0.752 0.677 0.723 0.811 0.642 0.813 0.798
## [364] 0.718 0.822 0.756 0.752 0.807 0.739 0.802 0.783 0.580 0.733 0.827
## [375] 0.699 0.711 0.776 0.725 0.793 0.873 0.766 0.851 0.716 0.852 0.699
## [386] 0.775 0.713 0.763 0.822 0.744 0.675 0.716 0.621 0.797 0.786 0.694
## [397] 0.656 0.794 0.658 0.677 0.744 0.811 0.824 0.733 0.778 0.880 0.842
## [408] 0.860 0.746 0.765 0.744 0.799 0.818 0.814 0.738 0.749 0.680 0.696
## [419] 0.616 0.618 0.757 0.746 0.664 0.666 0.642 0.639 0.928 0.723 0.728
## [430] 0.817 0.652 0.772 0.839 0.771 0.751 0.748 0.756 0.760 0.744 0.732
## [441] 0.665 0.710 0.653 0.693 0.633 0.762 0.641 0.784 0.741 0.773 0.669
## [452] 0.686 0.740 0.757 0.529 0.720 0.653 0.671 0.642 0.612 0.636 0.611
## [463] 0.705 0.552 0.767 0.625 0.717 0.708 0.661 0.571 0.750 0.741 0.695
## [474] 0.604 0.667 0.628 0.640 0.643 0.720 0.741 0.532 0.625 0.776 0.629
## [485] 0.611 0.678 0.584 0.631 0.533 0.574 0.567 0.622 0.662
#Run Regressions
voting.H = lm(model$vote ~ model$H,data = model)
voting.WAR = lm(model$vote ~ model$WAR,data = model)
voting.HR = voting1.lm = lm(model$vote ~ model$H + model$WAR + model$HR + model$BA + model$OPS,data = model)
voting.BA = lm(model$vote ~ model$BA, data = model)
voting1.lm = lm(model$vote ~ model$H + model$WAR + model$HR + model$SB + model$BA + model$OPS,data = model)

Ballot1 = Ballot[,-(1:4)]
Ballot1 = Ballot1[,-(2:4)]
Ballot1 = Ballot1[,-(3:8)]
Ballot1 = Ballot1[,-5]
Ballot1 = Ballot1[,-6]
Ballot1 = Ballot1[,-(7:8)]
Ballot1 = Ballot1[,-(8:22)]

#Graph Data with respective regression
graph1 <-  ggplot(Ballot1, aes(x=H, y=vote,color="blue",label=model$name))
graph1 + geom_point(size = 0.5) + geom_smooth(method = "lm",color = "green") + ggtitle("Career Hits vs HOF Voting Percentage") +
  xlab("Career Hits") + ylab("HOF Voting Percentage")+geom_hline(yintercept=0.75,linetype="dashed", color = "blue") + geom_text(aes(label=ifelse(vote>0.5,as.character(model$name),'')),check_overlap = TRUE,size = 2,hjust=-0, vjust=-1)

graph1 + scale_colour_discrete(name  ="Payer",
                               breaks=c("Female", "Male"),
                               labels=c("Woman", "Man"))+xlim(2000, 3000)+ylim(0.65, 0.8)+geom_point(size = 0.9)  + ggtitle("Career Hits vs HOF Voting Percentage") +
  xlab("Career Hits") + ylab("HOF Voting Percentage")+geom_hline(yintercept=0.75,linetype="dashed", fill = "blue") + geom_text(aes(label=ifelse(vote>0.5,as.character(model$name),'')),check_overlap = TRUE,size = 4,hjust=-0, vjust=-1)
## Warning: Ignoring unknown parameters: fill
## Warning: Removed 482 rows containing missing values (geom_point).
## Warning: Removed 482 rows containing missing values (geom_text).

plot(HOF.matrix[,2],HOF.matrix[,1], main="Hits vs HOF Voting Percentage",
     xlab="Career Hits", ylab="HOF Voting Percentage",
     xlim=c(0, 4750), ylim=c(-0.3, 1)) + abline(voting.H,col="red",lty=c(1,3), lwd=c(2, 3)) + abline(h=0.75,col="blue",lty=c(1,3), lwd=c(2, 3))

## numeric(0)
plot(HOF.matrix[,2],HOF.matrix[,1], main="Hits vs HOF Voting Cutoff Percentage",
     xlab="Career Hits", ylab="HOF Voting Percentage",
     xlim=c(1000, 4000), ylim=c(0.6, 1)) + abline(voting.H,col="red",lty=c(1,3), lwd=c(2, 3)) + abline(h=0.75,col="blue",lty=c(1,3), lwd=c(2, 3))
## numeric(0)
text(model$H, model$vote, model$name, pos = 4,cex=0.5, col="red",offset = 0.5)

#WAR
plot(HOF.matrix[,4],HOF.matrix[,1],main="title", sub="subtitle",
     xlab="X-axis label", ylab="y-axix label",
     xlim=c(0, 175), ylim=c(-0.25, 1)) + abline(voting.WAR,col="red",lty=c(1,3), lwd=c(2, 3)) + abline(h=0.75,col="blue",lty=c(1,3), lwd=c(2, 3))

## numeric(0)
plot(HOF.matrix[,4],HOF.matrix[,1], main="Hits vs HOF Voting ", sub="Cutoff",
     xlab="Career Hits", ylab="HOF Voting Percentage",
     xlim=c(25, 200), ylim=c(0.6, 1)) + abline(voting.WAR,col="red",lty=c(1,3), lwd=c(2, 3)) + abline(h=0.75,col="blue",lty=c(1,3), lwd=c(2, 3))
## numeric(0)
text(model$WAR, model$vote, model$name, pos = 4,cex=0.5, col="red",offset = 0.5)

#HR
plot(HOF.matrix[,5],HOF.matrix[,1], main="title", sub="subtitle",
     xlab="X-axis label", ylab="y-axix label",
     xlim=c(0, 800), ylim=c(-0.3, 1)) + abline(voting.HR,col="red",lty=c(1,3), lwd=c(2, 3)) + abline(h=0.75,col="blue",lty=c(1,3), lwd=c(2, 3))
## Warning in abline(voting.HR, col = "red", lty = c(1, 3), lwd = c(2, 3)):
## only using the first two of 6 regression coefficients

## numeric(0)
plot(HOF.matrix[,5],HOF.matrix[,1], main="title", sub="subtitle",
     xlab="X-axis label", ylab="y-axix label",
     xlim=c(0, 800), ylim=c(0.5, 1)) + abline(voting.HR,col="red",lty=c(1,3), lwd=c(2, 3)) + abline(h=0.75,col="blue",lty=c(1,3), lwd=c(2, 3))
## Warning in abline(voting.HR, col = "red", lty = c(1, 3), lwd = c(2, 3)):
## only using the first two of 6 regression coefficients
## numeric(0)
text(model$HR, model$vote, model$name, pos = 4,cex=0.5, col="red",offset = 0.5)

#BA
plot(HOF.matrix[,7],HOF.matrix[,1], main="title", sub="subtitle",
     xlab="X-axis label", ylab="y-axix label",
     xlim=c(0, 0.375), ylim=c(-1.3, 1)) + abline(voting.BA,col="red",lty=c(1,3), lwd=c(2, 3)) + abline(h=0.75,col="blue",lty=c(1,3), lwd=c(2, 3))

## numeric(0)
plot(HOF.matrix[,7],HOF.matrix[,1], main="title", sub="subtitle",
     xlab="X-axis label", ylab="y-axix label",
     xlim=c(0.2, 0.375), ylim=c(0.70, 1)) + abline(voting.BA,col="red",lty=c(1,3), lwd=c(2, 3)) + abline(h=0.75,col="blue",lty=c(1,3), lwd=c(2, 3))
## numeric(0)
text(model$BA, model$vote, model$name, pos = 4,cex=0.5, col="red",offset = 0.5)

#Test Assumptions

#Assumption 4 Zero Conditional Mean
plot(voting.H) #seems to be a quadratic relationship

newdata = as.data.frame(HOF.matrix[,-3])
newdata1 = cbind(newdata,as.data.frame(voting.H$residuals))

pairs(newdata1)

cor(model$H,voting.H$residuals)
## [1] 2.649416e-17
cor(model$WAR,voting.H$residuals)
## [1] 0.3077764
cor(model$HR,voting.H$residuals)
## [1] 0.1605059
cor(model$SB,voting.H$residuals)
## [1] 0.001641903
cor(model$BA,voting.H$residuals)
## [1] -0.008350084
cor(model$OPS,voting.H$residuals)
## [1] 0.1215006
cov(model$H,voting.H$residuals)
## [1] 3.864569e-15
cov(model$WAR,voting.H$residuals)
## [1] 1.700404
cov(model$HR,voting.H$residuals)
## [1] 5.173148
cov(model$SB,voting.H$residuals)
## [1] 0.0563324
cov(model$BA,voting.H$residuals)
## [1] -3.990754e-05
cov(model$OPS,voting.H$residuals)
## [1] 0.002336741
#Assumption 3 Multicolinearity
myvars = c("vote","H","HR")
newdata = as.data.frame(HOF.matrix[,-3])
pairs(newdata)

#Assumption 5 Homoskedasticity 
voting.lm = lm(model$vote ~ model$H,data = model)
summary(voting.lm)
## 
## Call:
## lm(formula = model$vote ~ model$H, data = model)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.42934 -0.14800 -0.05372  0.06660  0.80881 
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)    
## (Intercept) -0.3196765  0.0299536  -10.67   <2e-16 ***
## model$H      0.0002626  0.0000163   16.11   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.2298 on 491 degrees of freedom
## Multiple R-squared:  0.3458, Adjusted R-squared:  0.3444 
## F-statistic: 259.5 on 1 and 491 DF,  p-value: < 2.2e-16
fit = coeftest(voting.lm, vcov = vcovHC(voting.lm, type="HC1"))
summary(fit)
##     Estimate            Std. Error           t value       
##  Min.   :-0.3196765   Min.   :2.093e-05   Min.   :-10.287  
##  1st Qu.:-0.2396917   1st Qu.:7.785e-03   1st Qu.: -4.580  
##  Median :-0.1597070   Median :1.555e-02   Median :  1.128  
##  Mean   :-0.1597070   Mean   :1.555e-02   Mean   :  1.128  
##  3rd Qu.:-0.0797222   3rd Qu.:2.331e-02   3rd Qu.:  6.835  
##  Max.   : 0.0002626   Max.   :3.108e-02   Max.   : 12.543  
##     Pr(>|t|)        
##  Min.   :0.000e+00  
##  1st Qu.:3.282e-23  
##  Median :6.565e-23  
##  Mean   :6.565e-23  
##  3rd Qu.:9.847e-23  
##  Max.   :1.313e-22
bptest(voting1.lm)
## 
##  studentized Breusch-Pagan test
## 
## data:  voting1.lm
## BP = 142.5, df = 6, p-value < 2.2e-16
coeftest(voting1.lm, vcov = vcovHC(voting1.lm, type="HC1"))
## 
## t test of coefficients:
## 
##                Estimate  Std. Error t value  Pr(>|t|)    
## (Intercept) -2.6604e-02  1.4846e-01 -0.1792  0.857850    
## model$H     -5.1301e-05  4.2384e-05 -1.2104  0.226715    
## model$WAR    8.6054e-03  8.8335e-04  9.7418 < 2.2e-16 ***
## model$HR     6.9268e-04  2.4104e-04  2.8737  0.004235 ** 
## model$SB    -9.2405e-06  9.9133e-05 -0.0932  0.925772    
## model$BA     3.6036e+00  9.9735e-01  3.6132  0.000334 ***
## model$OPS   -1.5302e+00  3.3769e-01 -4.5314 7.384e-06 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
one.resid <- voting.H$residuals^2
plot(model$vote,one.resid)

score.bp = lm(one.resid ~ model$H)
summary(score.bp)
## 
## Call:
## lm(formula = one.resid ~ model$H)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.12122 -0.03497 -0.02739 -0.00355  0.63727 
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)    
## (Intercept) -5.660e-02  1.056e-02  -5.358 1.29e-07 ***
## model$H      6.331e-05  5.748e-06  11.014  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.08103 on 491 degrees of freedom
## Multiple R-squared:  0.1981, Adjusted R-squared:  0.1965 
## F-statistic: 121.3 on 1 and 491 DF,  p-value: < 2.2e-16
bptest(voting.lm) #reject Null we have heteroskedasticity
## 
##  studentized Breusch-Pagan test
## 
## data:  voting.lm
## BP = 97.677, df = 1, p-value < 2.2e-16
two.resid <- voting1.lm$residuals^2
plot(model$H,two.resid)

score.bp = lm(one.resid ~ model$H)
summary(score.bp)
## 
## Call:
## lm(formula = one.resid ~ model$H)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.12122 -0.03497 -0.02739 -0.00355  0.63727 
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)    
## (Intercept) -5.660e-02  1.056e-02  -5.358 1.29e-07 ***
## model$H      6.331e-05  5.748e-06  11.014  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.08103 on 491 degrees of freedom
## Multiple R-squared:  0.1981, Adjusted R-squared:  0.1965 
## F-statistic: 121.3 on 1 and 491 DF,  p-value: < 2.2e-16
bptest(voting.lm) #reject Null we have heteroskedasticity
## 
##  studentized Breusch-Pagan test
## 
## data:  voting.lm
## BP = 97.677, df = 1, p-value < 2.2e-16
fit = lm (model$vote ~ model$H, data=model,weights=(1/model$H^2))
summary(fit)
## 
## Call:
## lm(formula = model$vote ~ model$H, data = model, weights = (1/model$H^2))
## 
## Weighted Residuals:
##        Min         1Q     Median         3Q        Max 
## -6.429e-05 -5.810e-05 -5.269e-05 -2.331e-05  6.302e-04 
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)    
## (Intercept) -2.443e-02  8.263e-03  -2.957  0.00326 ** 
## model$H      7.475e-05  8.062e-06   9.272  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.0001167 on 491 degrees of freedom
## Multiple R-squared:  0.149,  Adjusted R-squared:  0.1473 
## F-statistic: 85.96 on 1 and 491 DF,  p-value: < 2.2e-16
coeftest(fit, vcov = vcovHC(fit, type="HC1"))
## 
## t test of coefficients:
## 
##                Estimate  Std. Error t value  Pr(>|t|)    
## (Intercept) -2.4433e-02  1.9319e-02 -1.2647    0.2066    
## model$H      7.4745e-05  1.4842e-05  5.0361 6.686e-07 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
fit.resid <- fit$residuals^2
plot(model$H,fit.resid)

fit.bp = lm(fit.resid ~ model$H)
summary(fit.bp)
## 
## Call:
## lm(formula = fit.resid ~ model$H)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.21647 -0.08197 -0.03219  0.02943  0.58684 
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)    
## (Intercept) -1.634e-01  1.728e-02  -9.456   <2e-16 ***
## model$H      1.340e-04  9.405e-06  14.246   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.1326 on 491 degrees of freedom
## Multiple R-squared:  0.2925, Adjusted R-squared:  0.291 
## F-statistic:   203 on 1 and 491 DF,  p-value: < 2.2e-16
bptest(fit) #reject Null we have heteroskedasticity
## 
##  studentized Breusch-Pagan test
## 
## data:  fit
## BP = 97.677, df = 1, p-value < 2.2e-16
#Assumption 6 Residuals are normally distributed
checkresiduals(voting.lm)

## 
##  Breusch-Godfrey test for serial correlation of order up to 10
## 
## data:  Residuals
## LM test = 84.333, df = 10, p-value = 7.064e-14
checkresiduals(voting1.lm)

## 
##  Breusch-Godfrey test for serial correlation of order up to 10
## 
## data:  Residuals
## LM test = 53.24, df = 10, p-value = 6.72e-08
#Create Regression Results Table and Summary of Statistics

library(stargazer)
## 
## Please cite as:
##  Hlavac, Marek (2018). stargazer: Well-Formatted Regression and Summary Statistics Tables.
##  R package version 5.2.2. https://CRAN.R-project.org/package=stargazer
stargazer(voting.H, voting1.lm,coeftest(voting1.lm, vcov = vcovHC(voting1.lm, type="HC1")),title="Results", align=TRUE)
## 
## % Table created by stargazer v.5.2.2 by Marek Hlavac, Harvard University. E-mail: hlavac at fas.harvard.edu
## % Date and time: Fri, Nov 30, 2018 - 22:31:11
## % Requires LaTeX packages: dcolumn 
## \begin{table}[!htbp] \centering 
##   \caption{Results} 
##   \label{} 
## \begin{tabular}{@{\extracolsep{5pt}}lD{.}{.}{-3} D{.}{.}{-3} D{.}{.}{-3} } 
## \\[-1.8ex]\hline 
## \hline \\[-1.8ex] 
##  & \multicolumn{3}{c}{\textit{Dependent variable:}} \\ 
## \cline{2-4} 
## \\[-1.8ex] & \multicolumn{2}{c}{vote} & \multicolumn{1}{c}{ } \\ 
## \\[-1.8ex] & \multicolumn{2}{c}{\textit{OLS}} & \multicolumn{1}{c}{\textit{coefficient}} \\ 
##  & \multicolumn{2}{c}{\textit{}} & \multicolumn{1}{c}{\textit{test}} \\ 
## \\[-1.8ex] & \multicolumn{1}{c}{(1)} & \multicolumn{1}{c}{(2)} & \multicolumn{1}{c}{(3)}\\ 
## \hline \\[-1.8ex] 
##  H & 0.0003^{***} & -0.0001 & -0.0001 \\ 
##   & (0.00002) & (0.00004) & (0.00004) \\ 
##   & & & \\ 
##  WAR &  & 0.009^{***} & 0.009^{***} \\ 
##   &  & (0.001) & (0.001) \\ 
##   & & & \\ 
##  HR &  & 0.001^{***} & 0.001^{***} \\ 
##   &  & (0.0002) & (0.0002) \\ 
##   & & & \\ 
##  SB &  & -0.00001 & -0.00001 \\ 
##   &  & (0.0001) & (0.0001) \\ 
##   & & & \\ 
##  BA &  & 3.604^{***} & 3.604^{***} \\ 
##   &  & (1.003) & (0.997) \\ 
##   & & & \\ 
##  OPS &  & -1.530^{***} & -1.530^{***} \\ 
##   &  & (0.330) & (0.338) \\ 
##   & & & \\ 
##  Constant & -0.320^{***} & -0.027 & -0.027 \\ 
##   & (0.030) & (0.139) & (0.148) \\ 
##   & & & \\ 
## \hline \\[-1.8ex] 
## Observations & \multicolumn{1}{c}{493} & \multicolumn{1}{c}{493} &  \\ 
## R$^{2}$ & \multicolumn{1}{c}{0.346} & \multicolumn{1}{c}{0.526} &  \\ 
## Adjusted R$^{2}$ & \multicolumn{1}{c}{0.344} & \multicolumn{1}{c}{0.520} &  \\ 
## Residual Std. Error & \multicolumn{1}{c}{0.230 (df = 491)} & \multicolumn{1}{c}{0.197 (df = 486)} &  \\ 
## F Statistic & \multicolumn{1}{c}{259.502$^{***}$ (df = 1; 491)} & \multicolumn{1}{c}{89.805$^{***}$ (df = 6; 486)} &  \\ 
## \hline 
## \hline \\[-1.8ex] 
## \textit{Note:}  & \multicolumn{3}{r}{$^{*}$p$<$0.1; $^{**}$p$<$0.05; $^{***}$p$<$0.01} \\ 
## \end{tabular} 
## \end{table}
model1 = HOF.matrix[,-3]
df <- data.frame(matrix(unlist(model1), nrow=9, byrow=T),stringsAsFactors=FALSE)
## Warning in matrix(unlist(model1), nrow = 9, byrow = T): data length [3451]
## is not a sub-multiple or multiple of the number of rows [9]
df <- structure(list(vote = Ballot1$vote, 
                     WAR = Ballot1$WAR, 
                     HR = Ballot1$HR, 
                     SB = Ballot1$SB, 
                     BA = Ballot1$BA, 
                     OPS = Ballot$OPS), 
                .Names = c("vote", "WAR", "HR", 
                           "SB", "BA", "OPS"), 
                row.names = c(NA, -6L), 
                class = c("tbl_df", "tbl", "data.frame"))

stargazer(as.data.frame(df))
## 
## % Table created by stargazer v.5.2.2 by Marek Hlavac, Harvard University. E-mail: hlavac at fas.harvard.edu
## % Date and time: Fri, Nov 30, 2018 - 22:31:11
## \begin{table}[!htbp] \centering 
##   \caption{} 
##   \label{} 
## \begin{tabular}{@{\extracolsep{5pt}}lccccccc} 
## \\[-1.8ex]\hline 
## \hline \\[-1.8ex] 
## Statistic & \multicolumn{1}{c}{N} & \multicolumn{1}{c}{Mean} & \multicolumn{1}{c}{St. Dev.} & \multicolumn{1}{c}{Min} & \multicolumn{1}{c}{Pctl(25)} & \multicolumn{1}{c}{Pctl(75)} & \multicolumn{1}{c}{Max} \\ 
## \hline \\[-1.8ex] 
## vote & 493 & 0.133 & 0.284 & 0.000 & 0.000 & 0.041 & 0.993 \\ 
## WAR & 493 & 35.611 & 24.070 & $-$3 & 19.5 & 46.4 & 163 \\ 
## HR & 493 & 199.984 & 140.416 & 6 & 90 & 282 & 762 \\ 
## SB & 493 & 123.260 & 149.473 & 0 & 31 & 156 & 1,406 \\ 
## BA & 493 & 0.273 & 0.021 & 0.193 & 0.260 & 0.287 & 0.344 \\ 
## OPS & 493 & 0.771 & 0.084 & 0.529 & 0.722 & 0.823 & 1.116 \\ 
## \hline \\[-1.8ex] 
## \end{tabular} 
## \end{table}